{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import cv2 #opencv读取的格式是BGR\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt#Matplotlib是RGB\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 直方图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](images/hist_1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### cv2.calcHist(images,channels,mask,histSize,ranges)\n",
    "\n",
    "- images: 原图像图像格式为 uint8 或 ﬂoat32。当传入函数时应 用中括号 [] 括来例如[img]\n",
    "- channels: 同样用中括号括来它会告函数我们统幅图 像的直方图。如果入图像是灰度图它的值就是 [0]如果是彩色图像 的传入的参数可以是 [0][1][2] 它们分别对应着 BGR。 \n",
    "- mask: 掩模图像。统计整幅图像的直方图就把它为 None。但是如 果你想统计图像某一部分的直方图的你就制作一个掩模图像并 使用它。\n",
    "- histSize:BIN 的数目。也应用中括号括来\n",
    "- ranges: 像素值范围常为 [0,256] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 1)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = cv2.imread('images/cat.jpg',0) #0表示灰度图\n",
    "hist = cv2.calcHist([img],[0],None,[256],[0,256])\n",
    "hist.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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W5IpBNECSFuK3woUNoqf/z6pqd1VNt/sHgMeqaifwWLsPcB2ws932A/cO4LnVIb6B1S9fK4sbxvDOXuBQWz4E3NBT/pWa8wRwYZItQ3h+TSDfxFoLXz9/a62hX8CfJ3kmyf5WdklVnWrLPwQuactbgdd6HnuilUnS0Bj477bWyzB8uKpOJvm7wJEkf9W7sqoqSa1kh+3DYz/ApZdeusbqaaPzDatBmX8tdf1yDWvq6VfVyfb3NPBN4Erg9flhm/b3dNv8JLC95+HbWtm5+7yvqqaranpqamot1ZOkDWmYnZ1Vh36SX07ygfll4BrgOeAwsK9ttg94qC0fBm5us3iuBt7sGQaS3sWZF9JwrGV45xLgm0nm9/Nfq+q/J3kaeDDJLcAPgN9p2z8CXA/MAj8DPrGG55YkrcKqQ7+qXgZ+fYHyvwE+ukB5Abeu9vnUDfbuNWxdH9v3F7laNwx8afj8T1Q0Vga9xqWrPX57+hq5+TebgS+NnqG/Ss4uWR3/zbTe9HZCuvD6NPQ1Fl14c2ljGtdrc1QfOoa+Rsag13p17mtznL3+YT+vob9CBtd7LfUG8d9LWl+cvbMKvUG248DDnTv732uhUF+o1yRtRPPv70ma6WNPf0AMtu6cCFN3Dev1Pcr3jaE/AAadNLkm7ZuroT9Ao3gxzPemxz3DwF69uu7cYd5zy1a6j1FxTH8F+jlAvdusZfzv3P0sd+5gWOcWBtUeaZIsFPKrDfxRB3/mroO2Pk1PT9fMzMy4q/Fzqzk4ywXlMA947wmo5epz7gkrSYMx/57r7Zj18z5bSycryTM9/2/5u9jT79Nqw3ChHviogrWfmTWShm89XXrE0B+BjTJEsh5ekJKGyxO5I2awSt2y3t7zhr4kdYihL0kdYuj3Yb19PZOk1TL0JalDRj57J8ke4D8Bm4D/XFV3jboO/bKHL2nSjLSnn2QT8EXgOmAXcFOSXaOsQ78MfEmTaNQ9/SuB2ap6GSDJA8Be4PkR12NBBr2kSTfq0N8KvNZz/wRwVe8GSfYD+9vdnyZ5cQ3PdzHw12t4/EbSpbaC7Z1kXWorLNLefG5N+/z7i61Yd7/Irar7gPsGsa8kM4tdf2LSdKmtYHsnWZfaCqNv76hn75wEtvfc39bKJEkjMOrQfxrYmeSyJOcDNwKHR1wHSeqskQ7vVNXbSW4DHmVuyubBqjo+xKccyDDRBtGltoLtnWRdaiuMuL3r+nr6kqTB8he5ktQhhr4kdchEhn6SPUleTDKb5MC46zMMSV5N8mySo0lmWtlFSY4kean93Tzueq5WkoNJTid5rqdswfZlzj3teB9LcsX4ar5yi7T100lOtuN7NMn1Petub219Mcm146n16iXZnuTxJM8nOZ7kk6184o7vEm0d3/Gtqom6MXeC+PvArwLnA98Ddo27XkNo56vAxeeU/QfgQFs+AHxu3PVcQ/t+E7gCeG659gHXA38GBLgaeHLc9R9AWz8N/JsFtt3VXtMXAJe11/qmcbdhhe3dAlzRlj8A/K/Wrok7vku0dWzHdxJ7+j+/1ENV/R9g/lIPXbAXONSWDwE3jK8qa1NV3wbOnlO8WPv2Al+pOU8AFybZMpKKDsAibV3MXuCBqnqrql4BZpl7zW8YVXWqqr7bln8CvMDcr/Un7vgu0dbFDP34TmLoL3Sph6X+kTeqAv48yTPt0hUAl1TVqbb8Q+CS8VRtaBZr36Qe89vacMbBnqG6iWprkh3A5cCTTPjxPaetMKbjO4mh3xUfrqormLti6a1JfrN3Zc19V5zY+biT3j7gXuCDwG7gFPD5sdZmCJK8H/g68Kmq+nHvukk7vgu0dWzHdxJDvxOXeqiqk+3vaeCbzH0FfH3+a2/7e3p8NRyKxdo3cce8ql6vqneq6v8BX+Jvv+JPRFuTnMdcCH61qr7Riify+C7U1nEe30kM/Ym/1EOSX07ygfll4BrgOebaua9ttg94aDw1HJrF2ncYuLnN8rgaeLNnmGBDOmfM+uPMHV+Ya+uNSS5IchmwE3hq1PVbiyQB7gdeqKov9KyauOO7WFvHenzHfXZ7SGfMr2fuLPn3gT8cd32G0L5fZe4M//eA4/NtBH4FeAx4CfgL4KJx13UNbfwac197/y9z45q3LNY+5mZ1fLEd72eB6XHXfwBt/ZPWlmMtCLb0bP+Hra0vAteNu/6raO+HmRu6OQYcbbfrJ/H4LtHWsR1fL8MgSR0yicM7kqRFGPqS1CGGviR1iKEvSR1i6EtShxj6ktQhhr4kdcj/B8V2KKJ1xcdBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(img.ravel(),256); \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Bk8WuXi1XUHw8uw85Ota43e2bt0d8djyKSosq7wwM5K2YfmyGiL8g3MAUF3MQt9GjLctfXvwfeoi3PXtWzNOiBRCWFIp+rfthwgRg61aePPbII+UyJSTU2ORjwL+5PwhkPMyDQfwjI62qQzCNiL8g3MCEhAA5OTxRyxJ8fctisU2axB4+hjcAA7lFuYhOi77m3z92LDBzJtd1jRpO8CqPf3N/ADC+pGPLlkBAAPDzz1bVIZhGxF8QbmB27+btzTdblt/ODvD3Z1OPUhwGwt6+Yp6I5AgQqMLkrm7deELYtcHfuLhqR/O8HsMaASbt/gsWAAcOVJ6SLGiCiL8g3IBcuQK0acOTtXr3ZvO7pSxbxu6cpjA2s7cbL73LVpjSUjb7WCn+fs14ebFLmSYWc3/oIaBpU+Dzz62qRzCOiL8g3IDs28eWF0dH4N57q3fs2LHm5wSEJobCzckNHTw6XEvrrl/LJTISPLu3tNRq8XdxcEFrt9ame/7Nm7NNatcuq+oRjFOl+Cul2imldiulTiulIpRS/9KnByul4pRSJ/WfSeWOeVkpFa2UilJKjS+XPkGfFq2Uesk2pyQIDZ+ICJ4IGxvLfvlaYiyMc7t2PBnswAHgyWlxnGil+ANVuHsCPOvs6lXx97cBlvT8SwD8m4i6AxgKYIFSyrCm22Ii6qv/bAUA/b6ZAHoAmABgqVLKXillD2AJgIkAugO4t1w5giBUg/BwHg81+OprBREhLCmsUjA3OzseJ/j2WyD2iLbib9LsA7B7kk53nZ+poAVVij8RxRPRcf33bACRAMz91acA2EBEhUQUAyAawGD9J5qILhBREYAN+ryCIFST8PDKLppacDX7KtLy09CrVa9K+7p143UD2kI78W/fvD0uZVxCfnG+8Qz+7BGES2YeEEKNqJbNXynVAUA/AIf1SU8qpUKVUquVUi30aW0BXCl3WKw+zVT69XXMU0qFKKVCkpOTq9M8QWgU5OVxALbysfq1wlwYZ0N9/ioWJcqBV9yykju63oHC0kKsDV1rPINB/C+bMQ0JNcJi8VdKuQH4CcDTRJQF4EsAnQH0BRAP4CMtGkREy4loIBEN9Pb21qJIQWhQREZyD9wWPX+D+Pfyqdzzf+wx4KefgO4ecUh39q322r3GGNV+FPr79sfiQ4uhIyPrS7Zrx1sRf82x6K+nlHIEC/86ItoEAESUSESlRKQDsAJs1gGAOADtyh3up08zlS4IQjWIiOCtTcQ/KRT+zf3h4eJRaZ+nJ3DnnYCfikOCg/UmH4ADvD079FlEpkRi7yUjK3s1bcoTvkT8NccSbx8FYBWASCL6uFx6+bnd0wCE679vATBTKeWslOoIIADAEQBHAQQopToqpZzAg8JbtDkNQWg8/P474ObGjjBaY3bNXj0+JXG4ovPTrM6xnXh9SZNr+vr7i/jbAAcL8twE4EEAYUqpk/q0V8DeOn0BEICLAB4DACKKUEr9AOA02FNoARGVAoBS6kkAfwCwB7CaiCI0OxNBaAScOAH88APw6qvs6qklRaVFOJNyBpO7TjabzzM/DjE0QbN6fZr6wM3JDedSTSzb6O8PRJsI/SzUmCpvHyLaB0AZ2bXVzDFvA3jbSPpWc8cJgmCeRYs48Npzz2lf9pmUMyjRlZjv+WdlwaU4BxfRFjk5/AZiLUopBHgG4FyaCfFv354nehFxTApBE2SGryDcQBw9ypNePTy0L3tLFFthh/gNMZ1JvwRYDDoiKUm7urt4djG9sIu/P0evy8zUrkJBxF8QbhQMIXX8tDO3X0NHOqw6sQpjO46tENahEvv3AwAOYPi1Ndy1IMAzADEZMSjRGZnJ20HfnvPntatQEPEXhBsFjULqGGXXhV24mHERj/R/xHzG/ftR2KYD4tFGW/FvGYASXYnx8M6G1WZkYRdNEfEXhBuEOO0m1lbip8if0My5GaYFTTOdiQjYtw8lQ0cAgOZmHwDG7f5duvCcAsOq84ImiPgLwg2CLcU/KjUKPbx7wNnB2XSmCxeAxEQ4j74JADQ3+wAw7vHj7Ax06iSremmMiL8g3CDYUvzPp51HZ88qJg5s2gQAcLh5BDw8tO35t2raCu5O7jgYe9B4hm7dpOevMSL+gnCDEBfHvv0ahNSpQEFJAWKzYtGlRRfTmX76iWNHjxsHdO8OHx9eT0ArlFKYN2Ae1oevx3envqucISgIOHtWQjtriIi/INwgxMXxGrwahNSpQEx6DAhkvuf/7ru8osvPPwN2dggI0L4j/u7YdzHCfwSe+eMZEFHFnd26AUVFwMWL2lbaiBHxF4QbBA2WzTWKwb/eMOhaidJS4PRp4NZbeUUXAL16sfNNUZF27XC0d8S9Pe9Fan4qYrNiK+40ePyI6UczRPwF4QbBVuJ/Pp395zu3MNHzj4kB8vMrRJLr2ZMtMGfPatuWnq24jkpxfgyLCIeZiP8jVBsRf0G4QbBlz7+ZczN4NTGxCny4PmZjuQUEeukjPmutxYZFZMKTwivu8PDg3v++fdpW2IgR8ReEeo7evR7Z2bbr+Xdu0RnKVNwcQwzp7mWrrgYG8uBzeLjxQ2pKC9cWaOve1niEz1Gj+EKUlmpbaSNFxF8Q6jmrVgEjR/L3Pn20Lz86Ldr8YG94OIdYcHe/luTkxA8AW1hhevn0QliiCfHPyhLTj0aI+AtCPef4caB5czb7jB+vbdkFJQW4kH4B3by6mc4UEWF0zciePbXv+QNs+olMiURxaXHFHaNG8XbPHu0rbYSI+AtCPScqis3dbdpoX/aZlDPQke7aQGsliovZw8bIsmG9evFYcHa2tm3q1aoXikqLsO/ydfb9du34DeTvv7WtsJEi4i8I9ZyzZ9nEYgsiktie38PbxGrwkZH8AOhdOca/4Xlw+rS2bZoYMBEdPTpi2vfTrq0pfI3hw4EjR7StsJEi4i8I9ZjcXCA2Fuja1TblhyeFw9HOEQEtA4xnOHGCt/36VdplK48fryZe+Ouhv1BUWoTVJ1ZX3DlwIF8QLQMLNVJE/AWhHmPwo7dZzz85AoFegXCydzKe4cQJnthl5OnToQOvr24Lu79/c3/4N/dHXHZcxR0DBvD22DHtK21kiPgLQj3GEMLeVuIfnhRu2t4PsPj37g3Y21faZWfH48C2cr5p26wtrmZfrZjYrx8v5RgSYptKGxFVir9Sqp1SardS6rRSKkIp9S99uqdSaqdS6px+20KfrpRSnymlopVSoUqp/uXKmq3Pf04pNdt2pyUIDYOoKNa6LmZirtWUnKIcxGTEmLb363Qs/v37G98P23n8AEAb9zaVxd/dnZ+E0vO3Gkt6/iUA/k1E3QEMBbBAKdUdwEsAdhFRAIBd+t8AMBFAgP4zD8CXAD8sALwBYAiAwQDeMDwwBEEwTlQUr1/u6qptuWdTz2L0mtEAgIFtBhrPdOECu/IYsfcb6NWLQztrGd7ZQBs3Fv9KQd4GDpSevwZUKf5EFE9Ex/XfswFEAmgLYAqANfpsawBM1X+fAuBbYg4B8FBK+QIYD2AnEaURUTqAnQAmaHkygtDQOHPGNiafzw5/hvCkcKy8YyXGdzYxeeD4cd6aEX+Dx48hq5a0cW+DotIipOanVtwxcCBw9aq2MaUbIdWy+SulOgDoB+AwAB8iMlz9BAA++u9tAVwpd1isPs1U+vV1zFNKhSilQpKTk6vTPEFoUJSWsqelERd7q4lIjkDf1n0xt/9c02Ed/v4bcHMz6uZpYPhwDrvz7bfat7FtM5aHSqYfGfTVBIvFXynlBuAnAE8TUVb5fcTvZWT0wGpCRMuJaCARDfT29taiSEG4IblwASgosI34n04+bdrWb+DPPzmuhKOjySxNmgCzZwMbN2pv+mnjzrPaKol/37482iymH6uwSPyVUo5g4V9HRJv0yYl6cw70W8OfPg5Au3KH++nTTKULgmAEI8E0NSElLwVJuUno7t3ddKarV9nmNGZMleU99hjPA1uzpsqs1cKk+Lu5cYhn6flbhSXePgrAKgCRRPRxuV1bABg8dmYD2FwufZbe62cogEy9eegPAOOUUi30A73j9GmCIBjBIP7dzWh0TTidzFNyzfb8d+/mrQXi360bD/waDtEKXzdfAEBclpE+4oAB3PO/fjBYsBhLev43AXgQwBil1En9ZxKA9wDcqpQ6B+AW/W8A2ArgAoBoACsAPAEARJQG4E0AR/WfRfo0QRCMEB4OdOrEE6m0xCD+Znv+f/3FxnwLw4j27QucPGltyyri7OAMryZelXv+AA/6JiTwG4pQIxyqykBE+wCYGBHCWCP5CcACE2WtBrDa2D5BECpiIpim9eUmRcDdyR1+zfxMZ4qMZOE3MrnLGH37At99x3Z/LReYb+PeBldzjAi8YdB31CjgueeA+fO1q7SRIDN8BaGesX8/4OnJ4m+Twd6U0+ju3d20lw/Ao82dzcT4vw7DC8KpU1Y27jrauLcxbvYZNAiYN4+DH61bp22ljQQRf0GoZ+zbB6SnA488wp40WqIjHY7HH0dvH9Pum8jLYx/6Tp0sLtdW4t/RoyPOp5+vPNHL0RFYtgyYNIkfVEK1qdLsIwhC7XLhAuDtDaxYoX3ZZ1PPIqMgA8P8hpnOdPEib6sh/l5evMSk1nb/IK8gZBRkICk3CT5uPpUzdOzID6r8fO2nQTdwpOcvCPWMCxeqpbvV4uCVgwCAoX5DzTcAqHYj+vbV3gEnyCsIAC86YxRDGw0PLMFiRPwFoZ5hS/E/FHsIHi4eCPQyEzPi/HneVrMRU6ZwLKJPPql5+66nSvHv2JG3MTHaVdpIEPEXhHpESQlw6ZINe/6xBzHUbyjslJl//QsXeCKVl1e1yn7kEX4AvPCCdmZ4v2Z+aOLYpOqev9j9q42IvyDUI65c4Zg+thD/7MJshCeFY2hbMyYfoMzTx5w3kBGUAt56ix9gBw5Y0dBy2Ck7BLYMxJlUE+Lv48O2fun5VxsRf0GoR9TQ3G4R59PPg0DmF28xNKKGDQgMBJyctF3gpZt3N9M9f6XY9CM9/2oj4i8I9Qhbir/BX97s5K6SEqvE39GRwz1oKf5BLYNwKeMS8orzjGfo1El6/jVAxF8Q6hEXLrCAtq0U7Nx6DOvhGkIlGyUsjEOJGmbQ1oBevYDQ0BofXokgryAQCFEpUcYzdOzIg9Q6nXaVNgJE/AWhHnHoEHdkLYyqUC3isuJgp+zQ2q216UwH2RUUw8zMA6iCXr2AuDggTaPIXT1acYyLiOQI4xmGDwdycoA9e7SpsJEg4i8I9YT//Y/jqT32mG3Kj8uOg09THzjYmZnbefAg0Lo1rx1ZQwxrv2hl+gnwDICjnSPCk0wsFjx5MnsnSZiHaiHiLwj1hFdeYc194gnblB+XHXctRr5JDh7kXn81PX3K06sXb7USf0d7RwR6BZru+TdpAkybBvz4I5usBIsQ8ReEekB6OnD0KPf6nZ1tU0dsVqx5e39SEtvOrTD5AECbNhzZ88gRq4qpQM9WPU33/AHggQeAzEzg11+1q7SBI+IvCPWAM3pPRkOv2RbEZcWhrbsZ8f/zT94OH25VPUrx6o9//21VMRXo4d0DFzMuIqcox3iGsWMBf3/bBERqoIj4C0I9IDKSt0FBtik/vzgf6QXp5sV/7VrAzw8YWsUkMAv4xz+Ay5e1C7ljmJtgWIimEvb2PMV4507x+bcQEX9BqEPy84HkZBZ/Z+eyUDVa8uDPD2L0mtEAzLh5JiYC27ez+UQDV6N//IO3WvX+DUtORiSZsPsDwMMPc9tXy3pRliDiLwh1yKuvsndMaCjQtav2Lp4x6TFYF7oOh+MOA4Dpnv9333FciVmzNKm3Z09ekEYr8e/UohNcHFzM2/3btuXlHbWKLdHAEfEXhDrk6FFeinbnTtuYfFYcXwGlFFq4tABgoucfH89BecaO5em5GmBnB9x8M/DHHzxp2Frs7ezRzaubaY8fA3368KICsrB7lVQp/kqp1UqpJKVUeLm0YKVU3HULuhv2vayUilZKRSmlxpdLn6BPi1ZKvaT9qQjCjYfB1k+kme5eo0RXglUnVuH2rrfj9X+8Dncnd/g396+c8amn2EXyyy81rf/BB3l99d9/16a8nq16Vi3+ffuy69SVK9pU2oCxpOf/DYAJRtIXE1Ff/WcrACilugOYCaCH/pilSil7pZQ9gCUAJgLoDuBefV5BaLQkJwOpqUDTpvxba/Hfe2kvknKTMLvPbPxryL9w9d9X4ebkVjHT2bPAxo0chzkgQNP6b7+dLTFffaVNeT28eyA2KxYZBRmmM/Xty1utlxRrgFQp/kS0B4ClE7WnANhARIVEFAMgGsBg/SeaiC4QURGADfq8gtBoMfT6X3mFnWysdK+vxJaoLXC2d8b4zuOhlKos/AArs4ODTWaWOTiwA84ff7BlyVoMYR5MevwA7CurlIi/BVhj839SKRWqNwu10Ke1BVD+fStWn2YqvRJKqXlKqRClVEhycrIVzROE+o1B/O+7j60UVkRUqAQRYXPUZtzS6RY0dWpqPFNeHvD118Bdd3FIBxswbBibtAyLg1mDwd3T7KCvmxu/wYj4V0lNxf9LAJ0B9AUQD+AjrRpERMuJaCARDfT29taqWEGod5w5w5EJ/I2Y4a0lIjkCMRkxmBw42XSmDRuAjAzbxZNAWXTSq1etL8u/uT+aOjY17+4JsOlHxL9KaiT+RJRIRKVEpAOwAmzWAYA4AO3KZfXTp5lKF4RGS2QkL35ip7HPXUFJAR799VE0cWxiWvyJgCVLgB49eDqujWijDyUUp8F/u52yQ49WPRCebKbnD7DpJyaGI30KJqnRbaeU8i33cxoAw19jC4CZSilnpVRHAAEAjgA4CiBAKdVRKeUEHhTeUvNmC8KNTV4ecPy49oO8APDG7jdwKPYQvp36renwzUePcgOeeMKqIG5V0aIF4OKijfgDPOhbZc+/u96X5IyJ1b8EAJa5eq4HcBBAoFIqVik1F8AHSqkwpVQogNEAngEAIooA8AOA0wC2A1igf0MoAfAkgD8ARAL4QZ9XEBol77zD3j7z5mlf9vbz2zGu8zjc1f0u05mWLmX7+AMPaN+AcijFph+txL9nq55IzE1ESl6K6Uw9eGAYESIx5jAT2JshonuNJK8yk/9tAG8bSd8KYGu1WicIDZDLl4EPPmA/eEMYBK3IL85HRFIEbg+43XSm1FS29z/8MNCsmbYNMIKW4l8+zMM/Opi4eJ0780LCIv5mkRm+glDL/PYbUFwMvPaa9mWHJYWhlEoxoI2ZZRi//hooLATmz9e+AUbQuucPmFnVC2Af08BAEf8qEPEXhFpmxw4O4KbxnCoAwPH44wCA/r79jWcoKWGTz4gRto0fXQ6D+GsRcaGNexs0d25u3t0TYNPPaTPzAQQRf0GoTYqLOWz+rbfaZpz1ePxxeLp6on1zE5MGfv6ZPWGeeUb7yk3Qti2/aGixpq9SyrIwDz16cDxp8fgxiYi/INQihw8D2dnAuHG2Kf9Y/DH09+0PZezJQgR8+CHQpQswpfYm2Gvp7gmw3T88KRxk7lXCMOgbEqJNpQ0QEX9BqAV0Og7fPG0am6THjNG+josZFxGaGIpBbQYZz3DsGLt4Pv209rGjzWCY6BUdrc0Su/19+yMtPw1/xvxpOtOtt7Kf6aefWl9hA0XEXxBsjE4HzJ7N7p0jR3KsmxYtqj6uury++3U42Dlg/kATA7kbNgCOjhxPohYxiP9ddwHTp1tf3qw+s9DFswvm/z4fBSUmniZubsCCBcDmzeLvbwIRf0GwMUuX8gqJixYBmzbZptcflhiGtaFr8dTgp9CuebvKGXQ64PvvgQkTbPPkMYOfH8f279iRxzuKi60rz9XRFUsmLcG5tHP4Pvx70xn/+U9+2K1caV2FDRQRf0GwIZcvAy+/zDZ+W7h2pueno6i0CG/vfRtuTm54ccSLxjPu2wfExgIzZ2rfiCpwcAB27wbee4+XrTx1yvoyx3YcC2d7Z/NeP61a8XrEe/ZYX2EDRMRfEGyEYVVEIo6crIV3z8WMiziXeg6JOYl4Zvsz8P3IF32+6oMfIn7AgkEL4OnqafzATZt4keDJZgK92RhDyOqDB60vy97OHgEtAxCVGmU+44gRHMYiN9f6ShsYIv6CYCPefpvXsP3iC+0WZp+4biK6ftEV/p/447Mjn2Fat2lIyk2Ci4MLnhlmwn2TCNiyhZdpdDMS07+WaNeO7f8HD7IXprV+/4EtA3EmpQp7/siR/BQ+dMi6yhogIv6CoDFxccCKFcAbb3DonNmztSk3PjseZ1LOYFzncZjXfx4iF0Ri/V3rEfFEBI48egStmrYyfuDp0+zbf8cd2jTECoYN44XDOnbkIQhrCPIKwoX0CygqLTJfoVJs9hIqIOIvCBryww88wDlvHg9yrlyp3WSufZdZwN4c/SY+n/Q5urbsCgBo7db6WtgDo/z6K29vNxPvp5a45RYe8LW3t74zHuQVhFIqxfk0MyvFNG/Oi7r//bd1lTVARPwFQUNWrOAVuTZu5IXLnZ21K3vv5b1o4tgE/Vr3q96Bv/wC9OvHT6U65tFHeWGXAQOA0FDrygpsGQgAVdv9p0zhEecTJ6yrsIEh4i8IGhEbC+zaBTz0EPu0N2mibfn7Lu/DUL+hcLR3tPygCxd4WvE992jbmBpiZwf4+gK9e7P4W2P3D/Ri8a/S7v/00+ze+uqrNa+sASLiLwhWEhHBPvxz57KYPfig9nUk5ybjVOIpjPSvxqpbqanA+vX8vQ5cPM3Ruzc3LyGh5mU0c24GXzdf8wu6A4CHB/vbbtsmM37LUWU8f0EQjKPTse/+u+9yj9bdHZgxg8PJa0V4Ujhis2Kx4vgK2Ct7zOgxw7IDf/yRG+Pqyh4vWq4OrwGGgKKhofwmUFNGtR+F387+hoKSArg4uJjO+MwzPMjw9NP8B6oH4x91jfT8BaGGvPUWC/8jj7AdOyPDeg+W65mzeQ4mrpuITZGb8M7Yd9Ddu7tlB/7f/3GPt1kzDnNQzzCIf1iYdeU82v9RpBekY+PpjeYzOjjwW1DLljznQRDxF4SaUFoKLFsGTJoELF8O+PhoX0dRaRFOJZzCpIBJ+PDWD/HssGctOzAvjwMIPfAA21Xqib2/PC1bss//sWPWlTO642h08eyCZceWVZ3ZyYln/Goxy6wBIOIvCDXg77+5t//QQ7Zb/zw8KRzFumLM7jMbzw1/DnbKwn/XnTs5jsLUqbZpmEZMmsRx19LTa16GnbLDnL5zsO/yPlzNvlr1AcOGcaA3LRYXuMGxZAH31UqpJKVUeLk0T6XUTqXUOf22hT5dKaU+U0pFK6VClVL9yx0zW5//nFJKo2kvglA3rF3LNn5bmI63R2+H/2J//BrF/vkDfM0syQiwep49W/Z740b2bhk1SvvGaciCBfyM+vpr68q5LeA2AMCO8zuqzmyIMXH4MFfeiLGkK/ENgAnXpb0EYBcRBQDYpf8NABMBBOg/8wB8CfDDAsAbAIYAGAzgDcMDQxBuNFJTeTLX9Ok8nqoV7+59FzvO78BL/3sJV7Ku4L3976G5c3N0atHJ/IFPPMGiVlLCPdqNG9nU41gNl9A6oE8fHoteutQ6l8/ePr3R2q01/jj/R9WZBw/m0flZs3ikOSOj5hXf4FQp/kS0B8D170hTAKzRf18DYGq59G+JOQTAQynlC2A8gJ1ElEZE6QB2ovIDRRBuCBYvZrP6v/+tXZnx2fF45c9XMGHtBJxKPAWvJl4oKCkwvSqXgexsnsSVlsaTmL79lldMefxx7RpnQ2bOBM6f5+inNUUphfGdx2PH+R0o1ZWaz+zmxk+dlBQgM7NRT/yqqc3fh4ji9d8TABiGu9oCuFIuX6w+zVS6INwwxMQAL7wAfPYZ9/oNKwVqweG4wwB4gfIe3j2wavIqABaYfH75pWx5rP/9j8OHDh3KAncDMEi/6NjRo9aVM77zeKTlp+HoVQsK+vprXssYAE6etK7iGxir/fyJiJRSVsbnK0MpNQ9sMoK/v79WxQqC1bz/Podv6N2b3TxrAhEhNDEUUalRuC3gNjR1agoAOBx7GI52jjj7T7bduzi44LWRr+H+3vebL3DdOvbhd3PjBmZmlk3sugHo3ZutUyEh1q3yNTFgIlwdXLHm5BoM9RtqPnOfPvzx9W3U4l/Tnn+i3pwD/TZJnx4HoPwyQn76NFPplSCi5UQ0kIgGent717B5gqA9Bw7w0rAnTgBdu1b/+KzCLEzZMAV9l/XFPRvvwZKHeyJj1+8AgENxh9DPtx+aODZBE8cmsFN2eHPMmwjyCjJd4O7d7NL58MMcrjkzE+jZkyd33SA4O/MDwNqev4eLB2b0mIF1YeuQU5Rj2UF9+4r414AtAAweO7MBbC6XPkvv9TMUQKbePPQHgHFKqRb6gd5x+jRBqPfk5rKuhocDw4fXvJzpP0zH1nNb8d7Y97Cp3/t4Yd1FhD99HzIKMnA07iiGtq2ixwqwWD31FLtxzpnDs1Wff56XZwSAN9/kAc0biEGD2N9fp7OunMcGPIbsomysD7PwzadfPw53XVhoXcU3KJa4eq4HcBBAoFIqVik1F8B7AG5VSp0DcIv+NwBsBXABQDSAFQCeAAAiSgPwJoCj+s8ifZrQyHnvPeCll6rOl5bGsXMSE7Vvw+HYw3hy65NY+NdCFJfqF5jVh0bIHfQPtPPMxfz57JFSU/FPz0/HrphdeGnES3hxxIuYtpOHwHpEZ6Hv0t7ILc6t2lyRm8s9/JUrgago9lRZvpxdjiZMACIj671vvzEGDeKHa3S0deUM9RuKAM8A/HzmZ8sO6NuXPaQiIqyr+EaFiOrtZ8CAASQ0XJYsIWJJJQoPJ/r5Z6Ljx4n+/JPoq6+IdLqyvG+8wfmWLtW2DVEpUeSwyIFc3nIhBIPGfzee8v7cwZXdfDMRQI9iGQFEdnZEWVmWl11QXEDFpcVERLTp9CZCMGjvpb1EqalETZsSeXkRATTn7cE07rtxlJKbYr7AL77gdu3da8UZ1z/OniVSiui++yr+zWvCY78+Rs3ebUYlpSVVZ75wga/nv/5lXaX1EAAhVIW+1rnAm/uI+DdcoqOJHByIxo0jatKEqH37sgeB4fPzz5w3N/eaTtIDD1QsJy6OqLjYsjrjsuJo+g/TKSwxjBO2bqWTPb2p64tNKD47nlYeW0ku/1F0IqAZpTdrSnPfWknH0I+im3UkqCLq27fqOqJSouiXyF9Ip9PRuO/GUcdPOtLppNO04PcF1PTtplRYXEB0zz188ps28UktW1Z1wfn5RJ06EQ0dar1C1kPeesvyS2GOdaHrCMGgY1ePWXbAggVc8YgRRCNHEhUWWteAeoKIv1DvKCggunSJ6P77iVxdia5eJXrySb4TZ84kWrGCaM0aoqAgoi5diIYMIWrenPd36MD6Z+DoUSJnZ6IpU4zr4dmUs9RraS/afGYzERHN/nk2IRjU9fOulLf+Oyq1tyMCaP/MEXxAWBglt/ElAmje7SC8bk/zhowkAijT1YWyvTtQ7uD+dKaNE0WP7Em6gwcpNS+VTsSfoLisOJqyfgohGIRg0KK/FhGCQYPmKfpmkCO1fdebJn8znuj11/lk3n6bG+3tTTRrVsWGHzrEJ37kCP/OzLz2FkK//ab536Q+UFpKNGYMkacnUXp6zcu5knmFEAz6+MDHlh1QWEg0diyRvz9f37Vra155PULEX6hXnD/Pom7o2b/4IqenprIJqHyn6+efOY+vL9Gjj7JmfvABpyUkEIWE8NuCqyunLVlClF+cT6O/GU3bz22nopIiGrxiMCEY5Pm+J3194mtSwYqGfzmO7Bba0dF2DhTuDdrXx5N0Hh5EISFU2LI1xcGXZvtvoC/XxlG7/3Ygp9dAS4c50rLBDpQ3fSqF9vCizV1BSU1AEV4g9TquCX7vJx1o7X9nU9DngYRgkPMiJ8ru15MIoH/fCrraw7/sKVeiN0tMnUrk58c9ewOTJnG+pk2JVq/mHqmDQ4MRJlOcPMnmn+eft66cTp92oqkbplbvoNJSvjn7928Qb1Yi/kK9ISeHO1ctWvAr/uOPm+/h6XREO3ZUzLN/P9+xvXrxtlkz7iSPHctmoZ8jfiUEg/ov609v73mHEAx6Z8871OTtJoRgkNc7bQkuafTm+98SAfRy4GA6/OnOa0+jTEdPGtUynFJTub5TCafohR0vUGhCKNkvtKdeS3sRgkHBu4Np3zvziQDa/NaDtPPbYPpi7b+oqGULIoASh/aipi+D/vsK99Z1LVqUPfHWrat4otu3c7pB8c6e5d/z5xMNG8bflSLasEHLP0e9ZdYsIhcXuvY3qAlzN88l93fcqx5DuZ6vvuLr/fffNa+8niDiL9QZOh3Rc8+V2XAN1o49e2peZn4+kaMjD7wuXEiUkcHpv/zCZY9b8vC1XrhdsD1hxl301FNEe6KP0LZz22jyXTlkhxJ6pcVSIoC6I4J6dNdR2JRX6dxDb1E7XKY33jBe98pjK6nbF92o4ycdKasgi6ioiKhduzJRB4jc3blhAJ246yYq6tyB7VT793PP/ZVXjBc+bx4L/JNPci/f0ZEoPp57o2vW8NhAI+HkSb6UH1totTFGWGIY2S20o39u/Wf1DszNZbvT1Gq+NdRDRPyFOuP77/nuatmSO7MuLmztsJb164l2766YVlBA1MyjmJz/05Ju/nIatXi3JeGVpuQbeIWUYj0NDSUabf8XFcCZMuFOUehKq1fpyMGhTLsdHXkMwmI2beIR6LVriebOJdq5k9Nnz+YC7e3LepHmurI5OUSPPMJPNU9PtmE1Ym66iSgggJ99NeXxXx8n+4X2tPr4atJVx4zzyiv8II6Ornnl9QARf6FOSE7mcUwfH77D/P1Z/C9dsl2dtzzxG/f6u/9IDl13Ejr/QUePsrXEwYGoCXIoGp2o0MePIux60tf9PyUi1uTwcKI33yRavlyjxiQkEAUGsmtmdY/LzdWoETcu333H983+/TUvIyU3hUasHkEIBt367a0Ukx5j2YFxcdwLePLJmldeDxDxF+qE++/n/5+TJ9nqARD95z+2qy86NZo83vEi1xe60AeLc2ngQPamNHB62R5KbNOXG/LXXxQTU2YyEuofycn8p3rvPevKKdWV0tIjS8ntHTfq/WVvyw98+GHurVTrNbB+IeIv1DqG8UuD7XzZMqJ+/diyoSV5RXm0+vhqyinMoSErhpDn+54UlRJVluHKFaLPP+fedLNm7Cf6ww/aNkKwGV27Et1xhzZlfbDvA0IwKCE7wbIDoqPZZPfMM9o0oA4Q8RdsTmQk0YwZ7Iqu0/EcpA4dbD9X5t297xKCQYF6t8o1J9dUzDBtGl2zOdnZEUVE2LZBgqbMmcPjRVp4XR64fIAQDPrp9E/Va4CjI9G+fdY3oA6wRPxvrAhQQr1j3Tpe1WrpUmDvXuDQIeC553itbFtRoivBkqNL4NXEC1GpURjSdgge6P1AWYbwcI7X3r49rxIyZw7QvbvtGiRozk038YppUVHWlzWgzQC4OLhg76W9lh/00UeAvz/HmU5Jsb4R9RCr4/kLjZsDB3j78cccRt7Li7XWVuQV5+HLo18iNisWv9zzC/JL8jHMb1jFxc3few9o2pTXad26FZg2zXYNEmzCTTfxdv9+IMhMVGtLcLJ3wpC2Q7Dvyj7LD2rRgns1AwYA330HPPOMdY2oLX7/nReXtgDp+Qs1pqSE9XXwYCA5GbhyhRdJatLENvWFJoYi4PMAPLfzOfRt3Re3d70dM3vORHuP9mWZEhL4n/aRRwAfH34SeXjYpkGCzQgMBNq0ATZs0Ka8kf4jcSL+BC5nVmO9yP79WfzXrtWmEbXByy9zT8wCRPyFGnPqFEcZfvZZYNs2trbcfrtt6orNisWor0dBQWHb/dtw+JHDsLezr5xx1SqguBiYP982DRFqBaWAf/6TV6bcv59X+rKGGT1mwNXRFQOXD8TJhJOWH/jAA8Dx4xz3/wYgJ+UqrthlW5RXxF+oMfv383b4cA4n36aN7er6IeIHZBZmYueDOzGhywQ42RsZVMjM5DVsb7mFu47CDc3jj/PqlCNGcMz/8PCal9XLpxeOPnoUSim8+L8XLT/w3nsBe3teQ+EGgNLTcSr/kkV5RfyFGpGVBaxZw2Ni7dpVnd9aNkdtRq9WvdDNu5vxDGlpwJgxvNrLq6/avkGCzfHw4IXJbrmFf+/ZY115QV5BeGboM9hxfoflvX8fH34ALFsGJCVVnb8uKS2Fe4EO5NHcouwi/oLF6HRAURF3sMePB0JDgU8/tX29KXkp2Hd5H6YETjGegQiYNw8ICwN++QW4+WbbN0qoFZ5+Gtixg9daN7xpWsPjAx+Hu5M77v7xbryy6xWU6EqqPujVV4H8fPYAqsdQVhYAwM6jhUX5RfwFi3nhBcDTk1/BQ0KAH3+0/aqBx64ewzN/PAMd6TAlyIj4FxYC//0v8NNPwKJFwKRJtm2QUOsoxaZFg2eZNXi4eGD1lNXwaeqDd/e9i48PWjA4GhQE3Hcf93Tq8ZKP2Um8NKi9Z0uL8ov4CxZRWsoeb82asWfPxo22F/4d53dg+OrhWB+2Hnd1uwsDfAdUzFBSwt4YL7zAa9s+/7xtGyTUGTfdBFy8CFy9an1Z07tPx945e3Fntzvx+u7XEZYYVvVBH3/MLpSzZ7OXw8mT1g1C2IDMBLb1O3u2sii/iL9gEfv2scnzk0+A9HRgigkLjFaciD+BqRumoptXNyQ+l4iNMzZCKVUx05493BP7/HNg504emBMaJAa//316V/38fOvKU0ph6aSlaOHaArf9322Iy4ozf0CrVjzoe+IE0Ls3dzpuuQXIy7OuIRqSkxQLAHD18rUov1Xir5S6qJQKU0qdVEqF6NM8lVI7lVLn9NsW+nSllPpMKRWtlApVSvW3pm7BtmRmsq3199/Zc3LjRsDFpXasKmn5abjrh7vQsklL7HhwB1o2ue41VqfjV5GNG3lSwcMPs21AaLD06we0bMkTCT/7jMdhMzOtK9PHzQdb79uK9IJ0TN4wGQUlBeYPmDKF/yEyM1n4ExOBJUusa4SG5Kbwa1GTVm0tO6Cq+A/mPgAuAvC6Lu0DAC/pv78E4H3990kAtgFQAIYCOFxV+RLbp+7o3Zuuxblv3pxDnN95p+3rjUqJom5fdCPHRY508MpB45leeIHjRXt6Ek2fbvtGCfWCl1/mME0eHnxf/vmnNuVuPrOZEAyau3muZbH/DQsNTJjAAYjy8rRpiJXsXfQoEUAxx3bVWWyfKQDW6L+vATC1XPq3+nYeAuChlLLs/USoVc6eZU+el18GNm/m6AgLF7ILva0gIgT/FYzeX/ZGUm4Sdjy4A0P9hlbOWFgIrFjBva60NI69IjQK5s/nF7yMDP59/Lg25U4OnIxXRryCVSdWYf7v8zHv13no+nlX3LT6JuhIV/kAO71sPvssByDasUObhlhJSWoyAKCFTweL8lsb24cA7FBKEYBlRLQcgA8Rxev3JwDw0X9vC+BKuWNj9Wnx5dKglJoHYB4A+Pv7W9k8oSb8+itvH3uMY6NNnmy7ugpKClBcWozwpHAs/Hshpnefjk/Gf4K2zfSvrhcv8qQCd3ceZMvJ4UGH775jw++dd9qucUK9ol074KmngIIC4LffgGPHtCv7rTFvIbMwE0uOLkFTx6bo07oPDlw5gD+i/8DEgInGD7r5Zo4BtGmT7QfBLKAkIxUA0KyVZRNvrBX/EUQUp5RqBWCnUupM+Z1ERPoHg8XoHyDLAWDgwIHVOlbQhi1bgD59WPhtzf2b7sfJhJMY3HYwmjo2xerJq+HurA9MlZTEfqXXR1X08QFmzgQcJC5hY8MQtubqVe75b97MYwEjRlhXrlIKn0/8HPf0uAd9W/eFs4MzOnzSAV8c/cK0+Ds6Anfcwb2lnBzA1bVunQ4yMpDjrODm6GhRdqvMPkQUp98mAfgZwGAAiQZzjn5rmBYXB6D8I8lPnybUA86c4fAlV66wR4Ute/sGYrNi8cuZX3Ah/QI2hG/APT3uKRN+AHjySe71f/EFj/L99BPQrRvwr3+J8Ddy+vdn8+Tdd/N4P2nQTVRKYWT7kXB3doeTvRPmDZiHbee2mQ8FPW0av4k2bw48+KD1jbACu8ws5Lha/vCpsfgrpZoqpdwN3wGMAxAOYAuA2fpsswFs1n/fAmCW3utnKIDMcuYhoQ5ITQW+/JLd5SdN4uic06ezV48twzIb+PrE1zx5Sz9zd27/uWU7d+/mWWSvvw4sWMBRvu68k59QL79s+8YJ9ZoBA1jwS0qAc+eAb7/loIKbN1d9rKU8OfhJBLQMwIR1E7AlaovxTBMmALNmAUOG8P2amKhdA6qJfXYu8ppWYyGNqkaETX0AdAJwSv+JAPCqPr0lgF0AzgH4HwBPfboCsATAeQBhAAZWVYd4+9iWOXPYa+Lhh3nr6srbpUttX3dRSRG1X9yebvn2FiooLqDdMbsrZrj5ZiJfX6L8fNs3RrjhSEkh8vIiWrGCyN29zDMNIFq0qCxfYiJRcXHN60nITqD+y/oTgkEL/1poOmNkJFc+cybR4MFEp07VvNIacjCwKZ0O9CQiy1byqvOlGs19RPxtR0QEu83Z2ZW5c54+TbR8uTZL512PTqejoSuHEoJB/Zf1v7au6pYzWypm/OUXXn0dIPrkE+0bIjQYDPfp/PnsirxlC9F99/E9vX8/0YEDvA77/PnW1ZNfnE93fn8nOS5ypJTcFNMZb7qp7Al0993WVVoDTrV1oFMD2xGRiL9ghqlTucf0zTd8Fzz2mG3ri0iKIASD7vi/O8hhkQMhGDRs5TD2q75wgRuwYQORgwORtzfRbbcR5ebatlFCgyA/nyg8nL9nZhK1b8/3drNm/FBwdCS6fNm6Ok7EnyAEg17d9Sr1WNKDVhxbcW1fSFwIFZUUEf31F9GDDxLNm8dPoI0bifbssa5iC9HpdHTOE3RiTHciEvEXyHgv/uBBuvZ6rNMRrVpFdPWqberfcmYL/Wvbv+jtPW8TgkGxmbH05dEvyflNZ/r74t+c6bHHynpM/v5EaWm2aYzQKAgPJ3rkEaLJk4l27OD+xMSJRD/+aN1bbe8vexOCQQgGubzlQmeSz9Cak2sIwaDPD39elvHKFa4U0ObJYwGZBZmU7Ao6cedwIhLxt4irWVep31f9aH3YepvXVZvk5RG99hpPgl21qiw9M5No+HCeIJudrX29JaUltP/yfvrp9E/0+eHPyXGRIyEY5PqWK93xVg+is2eJdDrKK9LPiszN5S7abbfxQ+DoUe0bJTRqXn65rG+xdCnRzz8T/fBD9cv56MBHhGBQ8O5gavFeC2rxXgtyecuFEAwa/c3oipl/+okrc3AgeuopTc7DHL9H/UbFCnR63jQiEvE3y3PPEc2aRfTy9oWEYJDjIkfadWGXzeqrTXQ6omnT+K/bqRNvp04leughojZt+I3022+rLqe6lOpK6e4f7r7WO7ppDmjaG0E0Zs0Y8nsGVODqxI1p3ZptoqtX8+uHlnP1BcEIBQVE48ZxR9zwIHjsseq9CRQUF9D2c9tJp9NRSFwI3ffTfTR05VB6+JeHyX6hPZ1OOk1/XrjuPp4zh8jJiahHD6LPPtP2pPToSkvpzjd7EgFU/N47RCTib5JTp/Q3gF0xeT7Vhn4c5kMTXu1AQV8EUamu1CZ1WktJSeU0nY7o//6PKDqaf6emEm3bRvT883x+H3zAN/2CBURdurDmjh9PdOhQzdsRkRRBL+x4gdLz0yk+O54ikyPpYvpFmrRuEvVY0oMQDHrjz9cp8q+NVOrkSLrArnQhJZr29veiUlcXosWLiR54gKht27L/ws6dy+KlCIKNuHKFqEMHoiefJHrmGb71Nm+2vtzDsYevmYIQDDqVUM7TJyaGaOxYogEDuMLly62v8DoiXitnNl25kogsE3/F+eonAwcOpBBrV24ux549wEMPAU2bApcvA4999j3cV8/Ef/YA4X6B6DU3Ct/f/T1cHVwxMWAiHOxsP5Ho4EH2UU5MBL75Bvj5Z568ctttvIBFURFwzz1AVBRPZ1+7Fhg5kteXWLKE50E5OwNdulRcZ+KOO3hRK7saz+Qog4gw79d5iE6PxuHYw8gvyced3e7E8fjjuJhxEW5ObrBX9hjcZhAW/kkYtukIT3qJj+fomw88wA1//32Ovc+FcoPT07nxvhLmSbA9RBwfqLiY/4datAD+/W+eND5mTM3K1JEO7Ra3Q3ZhNgiEWzvdimlB02Cn7HBb19vg4eLBFU6ZwnGAPv2U/zmffx4YN866EyotRZJvMyQ4FqHHSx/BftZsoHlzKKWOEdFAs8dW9XSoy4/WPf9HHy1zbXwiOIw6vtKUcp3sKLWpHxFAa4Oa0IfDQBPvA31yYLGmdRcVVfydmcmWD4CoaVMie3uirl3LHuB2dkTr1xPdfntZ2qhRvO3YkQevnJz4VfbhhznA4FtvsfUkJkbbjrRhUKvPl31oxo8z6KmtTxGCQc5vOtN/fnyC3niqN51OjCBauJAbOHw4e+x8/31ZD3/sWOscrgVBY1auLPvfAtjD+Pz5mpUVmhBKZ1PO0qu7Xr1m9kQwyOsDLzoZf5IzZWUR9exZVmG3blb/o+Zu3EAE0PKXx1dIh5h9ytDp2JFk2jSimIulNPGNAAr3dSCdgwPR6dOU0Wck5Tk6U549Px0W3+pOBcUFNa6v/N/0xx95THP/fm7H/v1E/frxWNDChUQ5OUQffVJIsC+kqVPZ2aVfP/7r2NsTLVnC46EAUa9enAawGTE5WYOLcx0FxQX0zYlvaNPpTRSaEEreH3jTsJXDrpnEikqKaP7GOXRoySt8UQE+EUdHnuRS/uTXrOGHgS0aKghWUFTEt+22bUTBwTwnwMGBaNMmoowM/r/94gu+dR99lGjMGKLY2LLjN27kMOdZWWVpaXlpNOeXObTlzBbad2kf+X3sR57ve9J/9/+XcgpziC5douJXXiL6/HP+v1myhGesWcCrrxLt3k0VBioSBgTRpWagved3V8gr4l8OwwS8r74i2rL9M7rqBipo7sZ/+XK8+HQBrXYbRwTQ1pmDKDn0cLXr+vNPnjTl5sZuv15eXPfgwUS33qrv7bvp6LuX3qK8T/5LobMm0BeDFbm87kBfHWbXnMuXie55MJv27+cyz53jnsnly+y98/zz2rrBH796nE7En6DEnETq/GlnCloAav1v7r20fL8lhV08WtZz/9//iFq14hPp0KEs+L+LS8X/DkG4gbh6lWjIEKImTdgbztBBd9L7KTg787jZxo1E775bZkV44QXTZZ5PO0+jvh5FCAaN+24cLT64mFSwokFf9qfLfs3o2tT6kBCi774z6Y967hyRQiltaXIPpXXrRL3eaUdbvnqWCKDXp3pUGqsU8S/Hp5/y2UZH5lN0ayfKcLWjktDKU7Dz84nat86jnf5tiADKdALd+XogxWXFGS1Xp+PB2NxcvnEGDyYa7hVFIS430ZtTjpKDA/cmnuW/E6nmsfTUh/vpvdcnXbu7Cu15+8WMjuS4yJH2X95P285tI/uF9nTvxnspObes11xcWkzLQ5bTM9ufoQ1hGyxbfMIElzMu04HLByg1L5U83/ek5u82p7t/uJsevFNRqaMDpQX601vbXqG8Jx5jYff3Z/uSUkTduxNt3cojyiEh/Dpi7r9AEG4A4uO5P9OvH8/ZOniQe/yLFxOFhfHbtuGhcMcdPKPYwYFdR405ZRhYemTpNVPQiNUjaOTqkdRjoQ/dc489Ffi2olw3l7KCJ03iN+biYp6Kv3IlLVmYTJ/gKSKASgE60A500gcU10zRjvAtleoT8ddz5gxRu3ZEQUFE4avfIwLorw+fNJn/o4/4ymxcvpWyPd0pxgP00+yRVHTpKoWEsIvorFlsb7/VM4RWOcyjif3iSSmiVh0SaXtzvkMu+LrSg8/3o6/GtaNdAY708TBXWtUX9PFQ0AkfULyXC7V5FuT0Gij9lpGka9qU1t7UjJ6b4kqDXvOhubM86ERr0Ke3uNO+C39Twv4d1HtpL/YsWOhIvR4Hvfa/V4mIKLcol86lnrt2Dn/t/oZ+DJ5BOp2O0vPTaXfMbvr4wMf0yOZHaHnIcrrl21uo/zzQT0GgX/u50YB5IJc3nenFsfobsGNH3vbpw9tZs4hGjuTpk6++WnmSwJUr4rEjNAiKiky7gBYWEq1dS3RYbxBITCQKCOB/kb592Zln7tyKHnWlpTwDd96WeTRy9Ug2/xDHDfJ4z4NGPQQqtAOt6edIW+bcRFkeTYgA+t+Af1Ose2DZQwGg5f1a0v2TnSjP3oWK7ezo+CtvGW2niD9xT97Xl60Ux44RHRkdSKmuoOzsVJPH5OTw6x1ANCvoMJ1rzpGjUpxcaGaPGeTZvIQC/PJo0MACOteSbd4Jyosi2/rT4XZskP+lp8O1P1iJAsW1a0El9orymjehUkfep1u3jv659Z/04s4XOcRBUBCVtPCo8Mcu1td9qhX//magI206uYFKH+Ul23a3Bz306Rh67CEvOu8B2jWsNS16dwKdacn5t88fR14feF3rdbi/4054AzTpcXfKc3Oh7GYulOIKynFzpksjehEBlH/3NJ4l1r07t+O116z+OwhCQ6W4mJ0zDJZQBwce/vrPf/hl2NWVXUuzsngsYcMGdsueMYOo70PfkPPLftSs+wpye3ogub7lSk4LneibPmUa8O9B7endm0Aj5oCave1Oc97eRr16sdnpxReNt0nEn3iiHcCm/ZKcbMp2VrRzdPsqj4uL4/lHY8YQBY0KpW5PcG+dACpuwk/mi63YGPjaaNC2zqDtnUHhXT0o85aRpCss5ElMy5Zx94CIuw06HbvjrF9vsqec8udWil70DJtV8vKoeNRIKnRxpB2DW/LJtORt6e23U4GrE+0LcKbLXk6U2dKN0lwV77NTdCKAHxz7OjpQ2KuPUtLvP1Lp4sWU213vVtSuHVFMDB3ft5F0vq2JmjQh3fvvl7XryBG+g829zwqCQEQ8brt/Pw8QT59e1oe76Sa2lHbuXNafcnTkNEMUCIMT0D+f0pFyLKBOYz+gGA/Q2l4g94Wtyfkfi+m1X5ZSdGr0tfq6dePJm8YQ8Sf27mndmp/OYUuCube87JVql7P5zGY6cGEPPfqgB303tAl9MNKeEtwVJQzpSRGJ4TTnlzn0a9SvVtngTVJYWOYRsG0bGxtnzWJR/uyzsrvs118534IFRMuXU8SlY7R0chvK7tqxwtsE9e/PXgYZGWV1JCWVPaQEQbCas2eJjh/n73v3cl/Lw4P/9SZO5P7fX3/xW8Hly2UPgunT2RU8Oi6cTlw9TsWlxUb7iVOn8gPAGJaIf4Oe5JWaCrRpAzzxBLB4MXBwgA86nkuGe0I6mjZpXqMy14etx8NbHsas3rPwxsjX0MbNt25XlSop4dlgLi7A33/zDBZjnD3L6+F27swfQRBqlZwcXn/Yy8v4/g8+4DmRL75o2eTMF19kXcvPr7x6pCWTvBqs+O/dC9x3X9lan8W0FX0G3IZjM0dh6Lq/rWoXEUGZEtm6oKiI+/TOznXdEkEQaonVq4G5c4Ho6Mr9OUvEX4PJ//WPnBwWfhcXfgj06QMc/+h5OOqAXi98ZHX59Ur4AcDJSYRfEBoZgYG8jYwEYmKqf3yDXAX77beB2Fhg/362iETGncKtv51GbHc/+PUxH+5CEAThRsAg/o8/zrHBzp1jK4e/v2XHNxjxLykBsrOBkyeBDz8EZs9m4QeAk4uewL0ZQMY3/63LJgqCIGiGlxfg6QnExfHvZcuAFSuAwYMtO77WzT5KqQlKqSilVLRS6iVryiop4WiXH30EBATwhZgwAejaFfjg43yEXA3B2s8fxbjvDiCqpy88Js/Q6jQEQRDqnKAgDqA7YAAHzU1NBV57zbJja7Xnr5SyB7AEwK0AYgEcVUptIaLTxvLn5/NYplJAcjKQlMQn5+EBrFzJn5ISzjv4pnxMv/cKkk9ewf0Dt2PZI1+j+5lU3BcJJPi6oc26LaY9YQRBEG5AvviCNTIyEpgzBxg9usziURW16u2jlBoGIJiIxut/vwwARPSusfy97RVtdrNHsT1gR4BTKaHAAVAEOOkAeyIoxb/dCgnNiioeX9jcDakP3gXfdz6Hcne38dkJgiDUDTk5wMyZwBtvAIMGWebtU9s2/7YArpT7HQtgSPkMSql5AOYBQCcXR0R0aA+nUh2Uox3I2R6upaUoIQU7V3s4N7EDKQUFQDVrBrtWPij0agHHAYPRc+AkNPVugzZ16YMvCIJQC7i5Ab/9Vr1j6p0yEtFyAMsB9vO/XcOVvARBEASmtgd84wC0K/fbT58mCIIg1CK1Lf5HAQQopToqpZwAzASwpZbbIAiC0OipVbMPEZUopZ4E8AcAewCriSiiisMEQRAEjal1mz8RbQWwtbbrFQRBEMpokLF9BEEQBPOI+AuCIDRCRPwFQRAaISL+giAIjZB6vZiLUiobQFRdt6Me4AUgpa4bUcfINWDkOsg1AKq+Bu2JyNtcAfVuhu91RFUVn6IxoJQKaezXQa4BI9dBrgGgzTUQs48gCEIjRMRfEAShEVLfxX95XTegniDXQa6BAbkOcg0ADa5BvR7wFQRBEGxDfe/5C4IgCDZAxF8QBKERUm/FX8uF3m8klFIXlVJhSqmTSqkQfZqnUmqnUuqcftuirtupNUqp1UqpJKVUeLk0o+etmM/090aoUqp/3bVcO0xcg2ClVJz+fjiplJpUbt/L+msQpZQaXzet1halVDul1G6l1GmlVIRS6l/69MZ2L5i6DtrdD0RU7z7gcM/nAXQC4ATgFIDudd2uWjr3iwC8rkv7AMBL+u8vAXi/rttpg/MeBaA/gPCqzhvAJADbACgAQwEcruv22/AaBAN4zkje7vr/C2cAHfX/L/Z1fQ4aXANfAP31390BnNWfa2O7F0xdB83uh/ra8x8MIJqILhBREYANAKbUcZvqkikA1ui/rwEwte6aYhuIaA+AtOuSTZ33FADfEnMIgIdSyrdWGmpDTFwDU0wBsIGICokoBkA0+P/mhoaI4onouP57NoBI8Nrfje1eMHUdTFHt+6G+ir+xhd7NnXhDggDsUEod0y9mDwA+RBSv/54AwKdumlbrmDrvxnZ/PKk3aawuZ/Jr8NdAKdUBQD8Ah9GI74XrrgOg0f1QX8W/MTOCiPoDmAhggVJqVPmdxO94jc4/t7GeN4AvAXQG0BdAPICP6rQ1tYRSyg3ATwCeJqKs8vsa071g5Dpodj/UV/FvtAu9E1GcfpsE4Gfwq1ui4VVWv02quxbWKqbOu9HcH0SUSESlRKQDsAJlr/IN9hoopRzBgreOiDbpkxvdvWDsOmh5P9RX8W+UC70rpZoqpdwN3wGMAxAOPvfZ+myzAWyumxbWOqbOewuAWXpPj6EAMsuZBBoU19mvp4HvB4CvwUyllLNSqiOAAABHart9WqOUUgBWAYgkoo/L7WpU94Kp66Dp/VDXo9pmRrsngUe4zwN4ta7bU0vn3Ak8Yn8KQIThvAG0BLALwDkA/wPgWddttcG5rwe/xhaD7ZVzTZ032LNjif7eCAMwsK7bb8Nr8J3+HEP1/+C+5fK/qr8GUQAm1nX7NboGI8AmnVAAJ/WfSY3wXjB1HTS7HyS8gyAIQiOkvpp9BEEQBBsi4i8IgtAIEfEXBEFohIj4C4IgNEJE/AVBEBohIv6CIAiNEBF/QRCERsj/A8Xxf1EUExqJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('images/cat.jpg') \n",
    "color = ('b','g','r')\n",
    "for i,col in enumerate(color): \n",
    "    histr = cv2.calcHist([img],[i],None,[256],[0,256]) \n",
    "    plt.plot(histr,color = col) \n",
    "    plt.xlim([0,256]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "mask操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(414, 500)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ce0e9b8580>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建mask\n",
    "mask = np.zeros(img.shape[:2], np.uint8)\n",
    "print (mask.shape)\n",
    "mask[100:300, 100:400] = 255\n",
    "plt.imshow(mask,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ce0e9670d0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mcR1Awmg0Wogkcg+/Bs+MkeJazBMyClXDeaxfV9TMjcsAxocxz1IBdx3vhfJikRcKhQihY7VZgPBfLBgG0LU2g+m+c5qm2t/fD9cKd3E8HqvZbGpnZycW5srKijY2NlSr1fT69Wu1221Vq1WdnJyE1eOeuCI8BwtrbW1N5XJZX3zxRZxP5I33xApeXFxoNBoFd5SNOKJEfEGWy+VYeJLU6XQi/I3yR/i5t4e5nUhlYZZKJe3t7QV3gjC7e4piBimiVCuVSiA6rHO1Wg1rjPs2nU61vLwcC44AAq7i9vZ2hPhBFM7LYHzy+Xxwc3A/vigwFixw3Cn+zzzh3pZKJdXrdY1GIy0vL6vRaMS7JEkSssL89Hq9UGIohvX19ZjTtbU1jcfjUGae/jMcDiPFhIigKwCQ/fn5ucrlcsgMaIX7LS0tqV6va2NjI9In4PB8zlBOcLK8M4oii5CQOcae3xOZd+VC4MoNEN8jw8gZAS5/X+TLA2NO+sO3vet4L5QXFhN+A7ITqyMpuBY4FBQIXAfCBmJCmIn8XF1daX9/X0mSqN1ux8Ccnp4G9HY/fmdnR81mU91uNxSINBvkw8NDSQqr7zlFRPbu37+vUqmk169fRz6TC0Q+nw/lRZQNS8v78FxMLBFSUE2329VkMgmuCzKcMZO0ECWVFOPqYfQ0TdVqtVStVvXZZ5+F4sPSeiQU9x0k3Gw2FwRwaWkpxpvoJyQ4hkdSPDtjdnR0tBAyx/o6v1YqlWJ8JQVKgfdaWloK5IrS8siYtBj9ZZHxd6lUWhi3JEmCIoBHzefzqtfr4f4SmfVnRz6RDd5zNBoFB1YqlcJodjodLS8vq9VqqdFoLLj+5JqhCCqViprNpjY2NmI+UE6eZsB7srZQQK64QI6u8BjzbGTfI7zOw3KwPnlON8Tci3vDCfNsbmzhNkGE7zreC+WF1h8Oh/rggw9UrVb1O7/zOxqNRgtkMVa/UCgEXwWxKM3dISwUpHSz2dTW1pYGg0EIcxa9QYo6R8SfVqul3/md31G/348UAlc6KJrr6+tAJffu3YtJOTw81O3tbaAOEMBoNNLKyora7bYuLy8XQvuMSb1eDzJ1NBqp2WyGtSXH5969e0GqQr6yOOEpEF7P30FBDIdD1et1/cIv/EIILjljuAuMFQQ3Y12pVNTtdhd4DJJ8X716pdevXyuXy2lra0vr6+taXl5Wt9vV1dVVWPmVlRXd3NzEeJTL5XCxUQjX19fqdrtqNBrq9Xo6OjoKN8mjsygGJ/P54y6NRwpxgd1VcQQMsS8pZBHELCkQCAsOjhTaAaVwdXWldrut1dVVXV5eLjy/pJAfkAxjUiwW1Wq1VKvVwkNxNI/B4/lBNj7fKGlfJ3BnHuQgMoksOgIvFosL9+S9WDPIGGjZDSdjCSLk2ig9uE2UoiPStx3vhfIC6cDn/PzP/7yazab+3t/7e+p2uzEYDE6z2dTKykoMAgQu/AooiUUoSe12WxsbGxHly0JghBb0UiqVArqCeAiVA7/JygZBEdHrdDo6OztTvV5XrVbT2tpauKVYHQj6m5ubUBLk9cCH1Wq1SDFwnqlcLi8sbPK9nGDNuhoklHrESFKg2/F4rPX1df3qr/5qZDkfHBzo/Pw8ggegj8lkEkrY+Q8srLvDEM7NZjMWZD6fjyRLFBbPDodICkiapiqVSrFoSJBFoV9fXy/kl21tbWk8Hut73/veAsolgsfzQGoz1s7PsahKpZLy+Xy8M9egCgAZo4qhUCjo+vo6qhZwH8mKb7dnVS6Xl5dxL5JcmRdkgdQLjJXn55HOg1vsaULZRY/RJ+WGcWbskC0+d4MHkvIgCs/J+oM7BsVxjqTISSQHEdQlzY0Dyo9nhkOFI3un3vj71jQ/wYOFPx6P9fTpUz148ED7+/s6OTlRr9eLzGaUFkQm2pxojU+EZ+dj6VF4ICB4M6Dtzc2NJEUyK/yFpAinX1xchLLxXCoU8Hg81snJSSCspaUlXV1dBSryqN50OlWlUtHe3p729vYiRAyKcreHHDOuQdLi1dVVJIryvh4el+YIFw4CJIIgshgQKCzz0dFRKBMWtKOZarUaim11dTU4sqWlJT1+/DiUJ6F75zo89WJtbS1QJ2iK8y4vL9VoNKL8plwuBx/Fe3mEtd1uL/BfIDfmsdPpBKr55JNPFuQQfq7RaKjZbMY79Xq9KFeC40JxSgpEvry8HO90c3Oj5eVlbW5uqlqtRoKxpDAotVotjCoc2ubmppaWlkKx4WY5JwTSc+rCKQdkAAWCIpbm0WDGzAMCkhaSWJFvOE9kg7Xm+Zecd319vVA/C6EPAEFZeWTeUy48LeRtx3uhvLAktVpNo9FIv/u7v6s0TfXkyRM9efJEe3t76na7Ojk5CeGVFIst68+DbCiFYKGDwoD+/X4/BhnLxPNASHY6nZjYvb09VatVHR4e6vd///cjUZWEPJQTCmptbW0hz6ler6vdbseEce96va7NzU3VarXgSEBMWDEsKgKF1eP5UCT5/Dxr391Hxiubs4MSA6lRduVcRa1Wi/eQtJAg2Wq11Gw2NRqN1Ov14jt+j2LBzeFdyJW6vb3V5eVlcFStVisWGlzPycmJ0jRVp9MJ1JXP5yM44ijv5uZG1WpV9+7di3HCFb68vAwZGA6HUUNXq9V0e3sbCoJSq8FgoG63q3K5rM3NzSClye+6uLjQ8vKyNjY24v7Ly8vBk0mKulnuCaneaDQisRieiKhvtVoNGmI4HIYRwQh50rQbJ4/Ish4wFB7UQHGhiJ3PwgWWFPOSpmnkCDoX7c/kidFEcD2VCBngXJdLjDRuo8vZu473QnlNp9Oor8NCf/e731Wj0Qj43G63VavVdHZ2pvPzc52dnWkwGKher2trays0t6RYvKQvEK1k8QClsWIQypI0GAx0dnYW1pcgAe7rycmJqtVqWLGbm5uIAA4Gg1CeuD/ValXb29tRqgH/ICl4NhSwk6TwGDy/R4r4UygUIm0EAQSaOySHC+H6CA5KDBTobgBCt7m5qWazqaurK41Goyh+J2dpZ2dHNzc3CwR8kiQRdSN9ALTI/GCVUbqeLtHpdEIuKpVK8EMQ8dPpLEfPI8Du/vNeoN7hcBgpIGS3X15e6vLyUrVaTY1GY6HmEETnWeVEulHS5XJZzWYzkj7L5XIkp5KOg+zyTNwTd4wM+ouLi3CtUdpEcHkHDCiyxTwyr8w/sg/acuPuuVyeFOpRQSf7QcWgc+QH+cUVhELAuPLH6QnGkXUIwkcOkWGqBC4uLsLQvO14L5QXdXpeLDoajfS3/tbf0q/8yq/Ews7lctrc3Iyi48PDQ71+/Vp7e3uqVCoB7SFJ8ekbjYYkRYcEJmd1dVVbW1tRCMwiIck1TdNIS7i4uNDnn3+ui4sLPXnyZCG/iQTOWq2mpaUllctlbW9vB7dSqVTiutnwMBwBgsPC8/QALDBCSIrC+fl5LHRJwcEhkKBOOA3GFssGPPck0VwuF1YTA4D7ksvl1Gq1opxqOp3q008/1e3tbaRBjEYjXV1dBcLAbfCInaQQ0vPzc93c3ITyevHiRXCERN7IARwMBhFthS/sdruhKEleHgwGqlar4UJfXFzo5OQkqAIWPAEZSdG1gXw8zz1K0zSKsM/Pz1WtVvXBBx8sRFrX1tZUKpW0urqqXq+n8XgcCb6kTIBqQXCVSkX37t2LMiI+BxGhgLNuIYqGAA1KgrlHLsnSl+ZVELh4nmvGPPHMGHVSgRwReToLCg2DTBSS7x35ozAxlq6cQaxQIHhCAIq3He+F8hoOh/riiy/0+PHjqA8jv+rVq1d68OBBWHBppsXv3bsX4X2QwO3trbrdblgGFhzpBs4XSIrBrdfrkevz9OlT9ft9dTqduG4uN2tTQvYzHRaGw6EGg0EUdxPFcpKTc5hYajVZvO7zu2BlQ9koEoTm+vpap6enIcwIOkgGqE5mvdc1Mg6gFoSegygXz8xvPc/q5uZGx8fHscguLy8jyoYCdE5GUig0kPRoNNLJyUkoH+ctb25udHJyEsYG1DwcDiO9xSN15Kth5B48eKDPP/9cg8EgSPnnz5+r1WppfX09EP7FxcVCknC5XF5wkckvXFtbW5hLEBZBGZAC7pUnYbLoycZfXl5Ws9mMSDIoxUuHmEtkA3eOoIDPM2sDxYDS9pQYXDpQNjLl0Ugv+SLggCFEHuH/nGd2I5WNbDttw99QBKw96KJerxfey8XFRbT4edvxXigvSTo8PFS5XI5cG4jOH/zgB2Hx0zSNMorJZJYQ+q1vfSvI/F6vtxBtcTcFkpqBZjJXVlZioQKTK5VKkJGSIgFwMBjo1atXC+e2223t7u5GCQQwH4XgJRieL4UixjJ5Hpu7h1hMSRFNgv/B6rs74FYYYXW3QZo3jWOc+C0H98fVA9GRgwPP02g0dHp6qs8++yyQABbYQ+T+DpPJJHp7XV5eamNjIywuir/f7+vly1kvy/X19ehoAc9CgTsK1ZULXCPvdX19rVarFQYPJIrbSX3hxcVFlAKB4ra2tlSpVHRwcBD86uHhoc7Pz7W/vx8yMhgMdHV1pbW1NV1fX4eSLhaLC8GVSqWiVqu14Kp58TPKC+SCYcjn8xEN9QoUFBhzBOryTh/cCzQ2mUxibXliqadSSApZzBo49xrc0HpElnkHaUF9oPRQYFwbQww1cXZ2FlH4dx3vhfJiIsnfWV1d1f7+vnK5WZnG97//ff3yL/9yRPNQBp7zhfXrdDp69eqVOp3OAintCYTezYDQPd/hTlAP55ne4/FYH3zwgS4uLjQYDCJxEogOqsJigZxYZNKcbEUIJIXLxXNi/SWFMJAaACdDITjKkXFEYXuyqkd6HA3wTnyHe8D9IdRxKVg4LAxKfa6vr6NkBzcERUdNHotrOBwGZzSZTIKgxqV+/vy5er2elpaWItqHsvaQvfesAtVQnQHJThSU8d3b29Pr16+D+JdmVAIEc7fb1eHhYdQxklfmCm4wGOjy8jLcfAIBpVIpUBdjhqu3sbGhnZ2dQPdOHWSNDNxadj5dcXBfR1VEDVEMKDLQKb93XpM5l+ZdHYiEoviQE1AeihGvAk4R4+UBBO7n+XSuEEGMUD3dbjc6pjDW7zreC+WVy+Wi08KrV6+idISC1Mlkok8++UQffvhhLGImAQEh/4nC6devX+vLL78MvgHUQ2QQoSFj2/kEXK1sGBfkU6vVIkXCrRXwnjwaUiS8GR+EPs8tKTgVws9YLKwvigPIDjnOb7k3QsZikOYlRt7xAReV+2RztU5OTuJzlKAjQxQRCu7evXvRmqXb7QaPhCK/vLwMxcPiaDabKhRmtX2np6c6Pz+PXC3SMVAyu7u7gRJ4ZtAmZDJEtaSI1nkQg+4QPDfcEvwqStJD/OVyWQcHBxEYgl8kZ5CIIFyX80P5fD4K2Ov1esg3CA4DymJmrD1zHS7MEbY0rzvEUHh0Wlos9XGX08cQ44+sYCQ9Hwy3P4venXdDPrk3LjOfeaUB/BheCij78vIyqAqM23g81tbW1jv1xnuhvCSFy0iXBASQQbm4uNDr168j/4WJ4A/WoFCY1f89ffpU7XZbp6enEZXiXOfOiGAhNAw0i5yJR9m5gmAxSAo3xpMIWQTeOwzO5/LyUvv7+xF5A8qjfFHcr169kjQrvH7y5ImOjo7COpFhzzu4gLjSQ3EiSFhZvndeA2TqEVvGjQx5xgcExth0Op0YE3pxHR8fx7zi2mOQDg8P1e129eLFC93c3Ojhw4eq1+vK5XIql8t6+fKl1tbWFnpSwYcwLuRIgTwajUZk6JMKAZFPhBqlQV1msVgMBAbHuba2FnJTq9W0ubmplZUV7e3taTqdBtF+dnYW7iKGcXV1VQ8ePND29na4SaRfLC0tBerzaDDnOAeGAnC3nrGGOwOpYViZbwwofyPXzDVKC/lBJrxlDcqSA/lFqYGMkC/nX6nKcOI/m2eIcXJUe3Z2pnK5rA8//FAPHz58p854L5TXysqKnjx5omazuQBRPcpSKBQiheH+/fuBIvC9sTKcu7Kyou3tbbXbbZ2fnwdXwfVBb4SfJS1YF9xI/o9AOcGJYDkPQFkKAv3FF1/os88+C5c4n8/rj/2xP6a1tTU9ePAg7nN+fq6//bf/diS5UhJSLBa1s7Oje/fu6ezsTJ1OR4PBQOfn5xEgcH4DbsGjeqAvkAouhCtsUBf8C4vk+vo6MsghWMvl8kI4nRrDQmFe53d9fR2KimgnhG+73dZnn32mw8NDvXz5Mly7y8vLUNKdTieKn7kOBoraVa+lo7QFQ0AkjOhVtVpVsVjU7u5ulPDgVoN4eD+UCIoMxQDZj2FgPnK5XOSK3bt3L54bZeWJmn6ghHhmXE2nO5Az9xSQS8YBT8HnGQXF2HJ/D754FNEJf2meie9Il3PoQYdMkItGGoQnViNLzkN3Oh0lSRIRfvit0Wikra0tPXz4MAzlu473QnnBWXjXVEmRrYzglUolHR0dRT4MLXKur69j8WJtXNnQypgBzufzMVieY+JQnMXPoOO3owDgukBmRHEcKheLRT169EgPHjzQzc1NZKpzPbLKgetENCuVil6/fh3F3Q8ePNDZ2ZnOzs6ieWKapoFOvbDVc7dYAChZXD5QF9CdLh6gttPT0+gsC5/IeQcHB9EqmmoDGtpRfE4rn5WVlUgXubq6CnRNO+5Op6OtrS1tbGwEOjo8PNTDhw91c3OjnZ0dnZ6exiLhnUh5GY/HC2kTWPTLy8uoRSRKxpj3+33VarVIa3GDRrdWuKJ2u6379+9LmrVWYlHe3Nzo8PBwoWsEriS5Xt6X3gl2T0XwoAwyiLsO8nfDCMm9srISLja/ofQJGQAhTyaTeCZcRhCWc6/OwXkSLAgMLhhezLk6PBRoFEdsfIbiHAwGEZklQ4BSpwcPHujhw4cLgORdxx9KeSVJ8lzSQNJE0jhN0/9dkiRNSf+5pIeSnkv642madt52DWmWyftbv/VbC+kBkIWNRkO7u7vRzVSSPvnkEz19+jSKtkERcCXk6njIem1tTc+ePYuJoHcViw8ryCRzAIedJ2KBvBkDTadTnZychEUhP4wsaknhw5PzBTpiYpMk0UcffRQI4tGjR6E0fvSjH+lHP/qR2u12kN/tdjtKcBgrt6TT6TSSYgmB407SX+n6+jrq0tzy9vv96OzBAqA7hzQvRIZghhxeXl6OQEK9Xg9F02w29d3vfjes9Wg0a/IHIU/ggwX0wx/+MBAPY07Esdvt6tWrV7GzE++E68hYevukm5ubaCdNz/hcLqeDgwN1u92QI34PH0X3DmSoXC5HCsfNzY1arVak7GBQva896JvAEqgYpUWpEEidshrSDxzhp2kaiIfrI6e4Z47YUIDk3WFQ4RxB2KBOj3TzvpDwzLnzzG7wWAceKQfhwy2irNhzgdQaanYfP36s3d1dra2thRFyPvmu4x8E8von0jQ9tf//uqT/Nk3Tv5Akya+/+f+/+a4L3N7e6oc//GFAX98Igpq0jY2N4D7W1tb0e7/3e/rWt76lra2thUxq/Os0TaPPERFDL6FBYFqtlvr9fuQOMZkOjZlQXFJJX6k1KxaLajQa4d44l4AigftBcfDuWH2P+u3u7kqS9vf39b3vfS/ITcqJEEwSL6U5eQ9nJCmytb2Gk2JmJ2L5zHN5BoOBRqNZ94zBYBDENTV4jCXWuFarhcsCd/b69Wt9+umnuri4iO3kvDaQ1jkgilwuF5UHGAyiWZPJRKenpxGRrlQqUcjMMxAp9jYxuF/eUoiC85WVlXB7qX0kFYfQ/cbGhlZWVvT8+fMol7p3754ePHgQi/ni4iJ6vEHKu2HKpj/wGejGN9hgDj3Vh1QQ5Al5RhnBNaHwccM9jYG5QUZRRpD+7pq60gVhUmblKJ3v+J714kmvuO/7+/vRMv3i4kL5fD7ACW2GkAPm5F3HT8Jt/DVJv/rm3/+JpL+lr1FekHqEkolskcPDji3r6+tBlC4tLelv/+2/rY8//jiymAeDgba3t8OXJqqDAFLOAgqRZrCWSBMTTJ6QF4E7/GWCcF2waiw+J9E98gbiuby8jMgVOUWQ5AglPNNv//Zvx84+uNXO1znPx+SzAFDguLxeW4fSYfxZBNRn3r9/f6EUajAYxHZftKdOkllHAlBPPp/X/fv39erVqwgmeBNDSZFfRWsb0ADjTI0rRHm9Xtcnn3yiy8vLyO/68MMPA42xpd1kMgkZAl3jbuLukPRKOU6329XBwUGMDzJzfHwcSm5zc1NnZ2daX19Xo9GIBpXkI3rkGHecsQe9SVrgBVHMHuED+UhzDtJRs+dj8T2yB1fmvJLn3eEd4E4Oh8NQ/CguOhA7KgTJ40aitAiKgWQ9FwxUi0uICz2ZTKLEjnvt7OxEL7pisRjj4Ar2XccfVnmlkv6/SZKkkv4f6Wwvxs00TQ/efH8oafPHuRDuDJ03nTj08pHhcBjWtdFo6Dd/8zf1y7/8y1peXlan09Hp6WkkDSIQl5eX0Xe82Wzq3r172trairAtbZ5xB9bW1vTo0SMVCgV98cUX4Qai4EhVgHdD4SCY5EDR0gZOgjbTp6en6vf74fLQ3LBcLi9Eel68eKFPP/00Io+j0awHPwSph+gZG9wLuA6+Q0l6bRyKjvuRNsCYsUBYRBwe5QJF4GZkkRBzx7gSbcOdYQFx3Vwup/Pz8yivYnFg2BhnUlyYs+3t7UgABe0QBWP7slKpFMm99Xo9qgTW1tb0+eef69mzZzo5OdHp6am+9a1vSZpFuSuVSuRqsUcjHJPzTa68QDDMiXd0RUnRzBIUDKICiaHcPMHUKQwMrQe2vDDbI/HIB2gOdx8lj7dADhr8MGvQn5PnIAUIxO6EPpQIvds6nU68V6vV0qNHj2IsyY1z6uYfhvL636dp+jpJkg1JfzNJkoXeImmapm8U21eOxHbMxnq7q8DCJLmQFApIYODqvXv39Df+xt/QP/lP/pMRXr+9vdXx8XFAZzaRLRQK2t/f183Njb773e9GRA8kQ7mNJL18+VK7u7tqNpsx8ESo6vV6TKKksEooy1qtFmS6NBOUly9f6uTkROfn54FeQDv0h8K1StNZITjdRVks5OZMJpOIRCJQ7gaNRiN1Op3YPgxyGi6BhUVeXL/fX4geNZtNvXjxIjp4gF68vMcjkjs7O6Hw4BD5jnnDspI9PZ1OdXh4qOvra21vb+vJkyc6PT0N9308HuvLL78MJQUlACKXZsp3Y2Mj0gZubm6iBIhNRUAfKFDQEP3J6Er6/PnzyPJmoxSoit3dXdVqtTCq3mIGVAOyBf1Op9NoqU3pEp+z+KEV4AwZU8+9wzWfTqfR8siDUdAryC0RZL8XBsajkIwhyI53QsbgUj25VZpXm5RKpTCSfA6X7FFeR3ekmHzwwQcLRghFOJ1OA9X7O73t+EMprzRNX7/5+zhJkv9S0i9JOkqSZDtN04MkSbYlHb/lt7Fj9vb2dvpLv/RLIehYzSRJIn+KQcHNKJfLurq60oMHD3R9fa3f/M3f1D/+j//j0TdLmrcaZpsrsvCLxaL6/b5ev36t9fX1CO0T9p5Op/pf/pf/RR988EH0Vpdm0B+Xgd5U8F3SrJQFhYDiov30j370o4i0UDeGVWJBku9CtjiZ3BzwFOR0gX7gAeGYyLPxjqI8qy823ALcLu6xsbGhX/mVXwmO4s18havkOU0kdbJQUchra2sLNADdZKV5kIOx3N7ejpQBIoFwLtJiRwJC/+vr6wstqUFoRB8p3YJfG49nexZcXl7q7Ows8s+ePn0aSvnFixeBmu/fv69vf/vbwf+RloCiabfbwSd6kqYrH54P4lpSKB/mBDSN0vAonjTvfQZBzhx5EEaad3jwigueA7cYZcsBhwYicsUGYiNw4i4434P4JIWLyN94AHCakvStb31Lu7u7C2kq3uIIJet0w7uOP7DySpKkJCmXpungzb//j5L+b5L+uqQ/IekvvPn7v/q6a5XLZf3sz/5sDIJbNG/XDIxlYBi4vb09pWmqv/t3/260G0bzk1pwfX0deVXPnz+XpEBUS0tLUU40Ho+jxfLnn38eeSuSgsQmv4qW0PBYLrQkeJ6cnOj169c6PDyMDqMsYoQK4XFe7ezsbCGz+vLyMhAPJTkuSCh2dqMpl8uq1Wo6PT1dcN/gC7kP0UFffEQD2ej0zXyHZSXdgz0jUSqkKFBehCAPBgMVCoVIIIXM59noBMu94IdYSLhQdLeVZoYCQ9Xv98Plpd6Q6Ofx8XH8nufyPKPl5WUdHR1pPJ51kn306FF08oXjIaiCvCGnvV5P6+vr4fK4YYD3xAXiM2QEQ8Q5tAh3188TSjmf6DBb/uFmetoO6UKgTuac66PQ4DpRymxTB4WA3GPcOA9OGsPgUVoMGKQ8c/LRRx9Fpw/kCgqDeQVlfp3S4vjDIK9NSf/lG01ekPSfpWn6/0mS5H+S9NeSJPmTkl5I+uNfdyEGBKuAFSEhEQsAmgEdITSlUimic9/97ne1sbGh+/fv6/T0NFys/f19ffnll9rY2NCnn34a2fdMiCsUngEBx+Ucj2fdUXG5aNELKmBR4KpdXV3p9evXOjg4UKfTicUszeE3lhNOgfYtXgCOMNRqNUkK1OPKC9eJFI7xeBwZzPCEjBskM+7yZDIJhASSqNVqcV23yK1WS7u7u6GUNjc3FxoKZt0Gep0lSaLj4+NwJWl3Lc1SX1hIp6enMbaeT0YES1J83ul0dHBwsLCIQSPcDxnxuXXeaXl5Wc+ePVOhUNB3vvOdaL/trg4ca/omtw5UQMoAisrznlAgtM3xshv4QCgI5gzESHcF3h3lhoGi/Q5GAPeQVlDwlBjQXC630DoHJcM94bT4zgM57obWarVAa8gr/6cpJknNjN3Ozo6ePn0aa5017E0G4N9QwMj11x1/YOWVpunnkn7ujs/PJP2xv9/rgSjK5fJCohuowpP93MXxsHGtVtPHH3+sL774Qp988km0DcZlOD4+1tnZWexFiHsJisHioP3hmsgRQsmxmMbj2V6PRCfhRAj146LQPngwGKjT6QRkRmhXVlbUbDZ1c3Oj169fq9vtRq98BB33lhYvjkwlhSV78eKFCoWCWq1W9MpC2TJ23q4GxeTJwAgVAp1NeOX8tbW1GAfcoV6vF0EG3A2ip+vr65FbB8q8urpSo9GI3c4LhVktJTlx7Fxeq9XU7XZ1fn4e+2xSHO8dSYm+9Xq94FQ8bYGxIQeMMh64M3gvkBqo6eLiItJEUAy8P24hY+ToASQ0mUwiYMFc8a6MNSVfHsDg+gRSMDrMraM+r6pwhQ2CgrIAGOCqwyW7y+pRdy/AZk6hNHgG+FE6QRSLRT18+FC7u7sLHSwIQID0nTvlM//3u473IsOeRY+vTDiXSXV3ijwRCmcRWKAsLVb29/cDCU0mk3CPXr58GZnbaTprsQPvA8dGmQXPgWDQJQG+CjhOsigRNNBVt9uNlIjl5eVIlUAgsaRwNldXVxoMBjo9PY2cIRRUPp/Xy5cvtbW1FTli/nzj8Vj7+/sRSSsWZ3sLDgaD2Lp+c3MzcsCWl5cX+u8jYE4oS/P2OZ6sK83RL/wkyJRctFarFQui3+9HhJJFzH1RlLzrs2fPggPBlXdie2VlRaenpxE54zMWPXPA50S9SLYluLKysqKPPvooiqa5h+cuOYJCAbDgfXGhuPgdXgLzynNSAYK8SlrwLDA0jCVRTJC9o1DeCfTn+VdOzmP8oQ4c0YCqUGj88U0wyD+jFTgbkOB2kmt4c3OzQBs8efIk9tf0RGpPFeFA7ljz2ed82/FeKC+iREBiBlGa9+X2HkRePOqcBDVeV1dXQVaTwLq2tqb9/X2trq7q/Pw8LF2z2QwBlea8FjCfxY5AYPEpncHl5bmYKEpIgMT0u5fm1f6+qI6OjqLdCuQpCxQ43Ww2w8rBOSDcxWJRH330UVhkcqsoDqbjA3lU9MvnvVEitJHxmjRHXRwewSKpl/QKQuAvXrzQwcGBWq1WhNDhgIh4krJwe3urarUa+wqANqfTaURrMSqMHRUVzBculisX8uVosYMbs7u7G4sR+cL1xM2CbyuXywu7qPP8jAEcIm6aIy+eA/Tn5LRHLBlfpxNYwLjkkmLu3S2Ep6UekzUDYiOHkPvy3M67cT3cd48Yu6yRBnF7exspSSjPyWSie/fuaWdnJ/ZqGA6H0aIIPg1Xl+fzfDTQ5Y9zvBfKiwH1HlFMukczCLlj/dD+HqXAZatWq1GndnJyouXl2Q4ux8fH4f6RdsEgYp3gmrAq9PXCikmKyUaQaQUNt4RLCInK9XEXvJUI0ToS+qTFhoG4vZ6zg+IAmRJGl+ZRyR/96EdRZtRqtRaifSBHxsEzwKk0IArHeYTrWVQovLOzMyVJEgmZlBfhbhMJRdEmSRLdIAqFgl6+fKlicVZcvrOzo7Ozs4hsct00TRf6gDEOtA8nvw5F0+129eWXXwaX99FHH+nnfu7n9PDhw0jNYfwGg4Fevnypb3/726EAQRXOESKTLnPc291AkDeKCrTlKSOSImKNQicNgzHCuFAJgbwQFED5QuDjIpJ5T9QZpQnaJxUlGzjwpNh+vx9gwCO6pOxgiHq9Xsjds2fPwk0kYMO8uExjxN21JXiFW+zu7tuO90J5LS0tRYKh55s4kYhbJi22EuE7XElpzpM1m83Yofjw8DC2cneCdzqdBt9UqVQiesVCgEtx60zUxg+E3MPXCKTnrHjJB4oQXsfD6R6CL5VKkQuGsgTRgd6cfD84ONDS0pJevnwZnTqoNgD1dTodra6uBkpBWcDZwMux0BBEFg7nAvM3NzeVpmlE7sj5Wl5e1v3799XpdFQsFrW1taWDg4NAas+fP9f29vZXxpOABBxKr9fTq1evtLq6qmfPnkWGvBPhR0dHwS2Ox7NC4s3NTf3Kr/yKdnd3o0AZhQM6qVQqkZRKQqkrN1JzmDfO82RN/naS39EUSBYZYQ9Q3EtIeZA4a4HW0c5TcQ7ICNoAY8O1UbierE3qB+4hXBaKGkNO8ityRQF1r9eTpOgYi7F7+vSpNjc3I6pNNxHcTsbC8wwd9fvakBRezLuO90J5SYpBZZcXlBeWi0kDWjIAaGg29IQ7khS9vMibOjo6WkAt3n4GRYkiwF3c2dlRv99f2NaM9ie4DtLMelLMjG8vzRUt5CaIBjcS0hrL44hLmnfcQCDuytrGsqMQXr58GbD99PRUKysrajQasbs16BIF6tYRAWNbLwQc9OP5R2Rts9Erlvnk5ETf+973lMvltLe3py+//FLLy8thTKRZmsrKyor+kX/kHwnOajKZhCXvdrv66KOPoicXEVx4NVDE+vq6JpNZ1YOXuty7d08/+7M/q8ePH0dCpZfogKhdSfMMKAcQirurvLtH4ei7jqyygQgkOzKGOw8VgEHGNQMVHR8fLzwbaA2F6XWpyBluLW428oyicu4Qz4TPmXOuh/Hk/Sgro8Cbcrbr62u12209ffo0uGAn+ckIAC16ugnuuUd+ka9CYV7U/a7jvVBeoCB4D39BPofkZpJRQES9sESbm5sxgJDFpApAKnJ9eABQ18rKSvBb3AvrDIR1BUqtlheRY6lvb28X9hnkcw9M+ORKigXg2dWtVkuSwpLi7uH68LeTqOSzraysLPTFcjKY/CaUIigQAXPB5recgyIgeoZypg1zPp/X5uZmpH2QlV8qlfTixQtdXFyES4ISgOtxdM1endJsAd+7dy/m3tNmUOa0xvnVX/1V/eIv/uLC4sZNl+YtY0CSKCgWbKFQCEXGgUHDOPkzEIgh2ZQdjZAjkDdoz/P3cMtBUGT+YyzJ+cpyQ6AtCpy5HgoBN1BSKASaDbB2QISMCbya77KEsmLbNgr0V1ZW9K1vfSsCZNwHuXFqx408Rof1CkXE+8Fj4uq+63gvlJf7wigChJjvGQQ0NhPJZHmCI8pKUpSCpGmqer0e5SuegIjS8JwpJ1GB9SiqyWSis7OzhYghCX58BnrodDrhcnhfKSyLIxnGAOEsFovBhe3u7sZz49IiiGdnZ+p2u1pfX1etVotmgRcXF5FECUqSpAcPHgQ5TtSRe2IFvVbSEx8Rsslkoh/84AfRg4xFRO5Ss9mMUiBcNfrO397eql6vh1vzox/9KIwQ40GSLmjXecdyubyAyOgf32w2tbe3Fxn67oJ5HhOJkp4N7+k3BGQkxb1cgfAsRP+keSNKInPSXOExdrw7qBljBLKW5nsx8pnLIYYCBeprAiXsqI73Y514Nr4noY5GowXklCRJuM0Q7kRzUa4ffvih2u12JKhCc3hU1RUkBpxnckoFgOA0COP7ruO9UF6eXIhAe+IaCAmFxGIAkcEnQHjmcrOOmN1uV/1+P7ZMx804OjqK80gtwG3yKCNF1fj7kMdEWrD2EI4oLTLg+cNEeqdPab4xBrDdJ4+Q8sXFRSAONpWoVCqSFO9+dXWlbrerBw8ehOKaTmdZ9vV6XS9fvoww9ubmZijTRqMR3AaowBEI/8c6EjTBXcXt8eoEUiEuLy/Vbrd1fHwcqIqoF3lWuO0/93M/F67vYDDQZ599plwup93d3XDRUOKXl5fBfeGOoYxBOSgIGgi6fBHRZtGB5Bl/L5JGGRHtlebBEMYYfoioG4vOy7o44KXg2SaTSVQKIHM8E0i90WgspEh4ZFxSPD9rxxEzSgk0TJdYnhlKBZQ0GAx0eHgY2/lRi5qm81Kfra0t7e3tRTQf5C7N0Vs2qo5hxEhAvbAuiHA7IuR67zreG+XFS/JCRM+87s7JRS9dAA5jWdjE4v79+7q6utL5+XlwJa1WSxsbGzo4OIjoEKjHi3clhTtK10qiiCwkioZpqOY+PB0yqtVqRN5QhtQEsshYJLjJWObhcBhti7FcENl0J2Wfynw+r/39fT18+HBBgS0tzTaMBQFSOoVVRwG6u8pY0qkW9+Xg4EDb29uBdEE4aZrq+Ph4we0+ODjQ5eVl8G7s1cjiOz8/j95em5ubGo1G+t3f/V0dHh5qeXlZH3/8cTzb5uam9vf3Q8EOBgOVSiV9/PHHqtVq0YkVdMC7MNZZwhwOi/MgsnlPSH/GdTQaBdpC/pAXrglHiqJGOaIMUTK8KyiEvDTSgFwRIPOkXsAFSfOCbd6FKOHV1VXMGwrPW86QSoFSkhSI2bP/O51OjCck/cOHD/Xo0aOF4BnySoCEccfQsQOVpz4RsUbunNfm91zzXcd7obxIsJQWewI57MWyYxE9tOqTijB5I0JQWC6X0/HxsTY2NtRqtdTr9aLtMv2J6HRKwiiugicBAnW9gwA7CiEoNMvzVjuQsKurqwvV9pJCQHO5XNRM8l5MIhnfpC6gSHGfyDcCtTG2oAU4FT531MVCRuAKhULs4gJavL291fe+973IkTo5OQlXlj0tW62WkiQJxbW+vh5JoIT0v/e978U+mK1WSwcHB6EA8/m8fvEXf1Hn5+fqdruRcMxeix999JEKhYK2traCfCcPCmQjKdA3nGB2rFkcy8vLarVakayMQsF1woiiqJBNUiMwVhgDlBZRNgJP7kkgz7iHeBCUh4G8XN55bq6P/KOgQccEvprNZuQ4FovF6J3G77O0CEEkxnI4HMaeC8ViUR9++GEgdUkxRowjaBUi37P3WZsgdlfA/O1RVE/heNfxXiivXq+nv/N3/o5arVagGJ+0Uqmk9fX1hcxkr+MCkeEebG5uLhDMkO+E3mn9SzQIDgGtz4Rmk1eBtBT9OmLJ5/MLW6LBJZ2fn0e+DR0tQJT4+Qipl0gRWWPzCaJ9oD4UFZavUCh8Jdjh+TWUzGCpHzx4EO9A5BZFT+IorlSn09H5+XlsvuruJr85OjpSpVIJ4W42m/F+oFf4R9x5xpXFv7u7q3w+r+fPn8cCAPGCYtvttjY3NyOqiHHhHVnErgDIe8KlA3VhfCCoUXR0i2D8GOPBYBAKCvQJzeHpJtACIFNkEKWWDRhh5Dxr3REfbqhHHD0K7CQ4cogb7iQ6uWC8j6RAzqRZQNDDYW5sbOjRo0cLtArziiLnvrwrdZQoZW+vg3FlzjyNCAXI2HrqxF3He6G8rq+v9du//dvRPwlYTdeH7e3taH0Mkfny5cvYiBRhol3xt771LT179iwGkMhNo9GQpIjMsQUZ/Ay8BQmmEOIMJKQyyI7F3263VS6XVS6XY2Fj1UFzbKCxuroaqRFAeiw5biECe3h4qMlkEr93nidr8XleFgZuABzU9vZ2NGqkGoB7wxVVKpXoI06+EKkNR0dHOjo60s7Oju7fvx9Z+j/4wQ8iGXRtbS02tMA9gei+uLgIQaXpH32hBoOBHjx4EIGPo6MjSTNLvbe3p9XV1Sg3khTX5J1JoGQcnA4gWIOCASXQjx6DCJJE+ZJ3B/rlN85leVEzherk4BFcKJVK0XjSs8j5t6epeDIqc+tlTcgiDShd2WFoJEVqgysW0C9InXlnMwzompub2U4+FMc/fvxYkgI0OL3gB+icrh5e6uTEO3PnuV4e6EIuMUrvOt4L5UUvechFXD/yXQ4ODvTq1atIhiSnazgcqtlsLmxiubm5qVqtprW1NfV6vYgqsRUXCOPm5iaQSq/X03Q6jbQEfH2sJAMNYY7yo7ax3W6HQAGz4S/q9Xpk39/e3gYR6n7/cDiMxbS5uRmb5o7HY7VarYXIJvsOYsGazWa0S0aQWdigDXgyhAi3gMVJcTNuqaTIUKcND5Z/aWlJzWZTn332mb744ovoREqvLHgsjArI9vr6WicnJ4EmMCq8I1wInNfe3l607p5MJgvjDpcnzRANtYwsdJJkOSCCUQq8C0bJ02GYV/7vu1LhjhMkkRRus+eOgSCYA0fnvrCZF/hI0ihQOMgpCF+aoRqqExy58I4epXe0Sfsi7x9HKRbKDm53a2srNr1B0V5fX8dOVyBcuFvejXXg0VTeH+UIcvTcM9YLytt3Q3/X8V4oLzik/f19VSqVaCPC4IFSCFv3+32tr6+HYiCBTlJEUVBOCDpbyIN2ut2uJMUOMWS5r62tqVarRZa2800oN48GsjhJJmUx4LahwCjQ5XqtViu4GLY2o6AaS723txfuMVEilF2hMNttGqLW3RNJga5YoBgIahudGOV9HLkQ1Tw5OdHFxYXOz89jnv7r//q/jhQI3EdcY9q1eCpHv9/Xz/7sz2oymdVwojA3NjbCPTo8PFS73dbe3p42NzcjNYT3omsBSMhLdzzEj6IlmAJSQjF46yCQN9fzqCoukSMbFpnzTl7LiOLHCPPsHMgJi3oymTUMQClQ6YFbB5r1DHvQNJE9nsWjva7AcB/hLLk3/CdyT5nRxx9/rJ2dnZAb5gf3DxTI56A4SUFrkL7i/DCGEhlDPjGooD4ij9zznXrjx1cxP7kjSRI9ePAgIiWtVis0/vHxceRmwWWMRqMYJDpceiEqgoprSAoFCgvoTY4NFv7k5CQUAxPEgqxWq9Gji+8JuVOTCf9ADhqKa2dnR4VCQa9evdLJyYnW19dVKBT04sWL2E5sa2tLvV4v3IydnZ0g1+F+pHlAAh6EHBwvTofw39zcjG4NS0tLunfvXrRZxpJ7XpejMxAGFpCaPUc0KE4WKom7dOSQZgmtx8fHYWwqlYq2trYWOuPmcrNOto1GIxQ2bWk8yREE4D2niKrxGUiExc8igHgn+gg6YkGyNwALFvKblAvaQIPYQD0oCvKqiODCoTl3iwuP4cMY0+LHc8VIs4FHA1niAiPHpA3hAqIcuScpPswpOWvX19eRwH17e6vNzc3YDINnwSCtrKyoUqkECmSM4NR4T5Qj9cWMA0aSMahWqzGGPCNpQaAtDMO7jvdCeeXzea2vr2t1dVXb29vqdDrhEuJGraysRH96IDbKi6gSluz09FQ7OzuxiSiLr1qt6uDgIDZtXVtbC+IYOA6hTW7M8vJsow8iRYSfJUXbat9NxvO06JHFomJxIFi4g0zst771Le3v7+v+/fuxgBF2T7yV5sm4fDedTkPJ0nvK3R8iPR999FE8pxe680dSoF36uYPEiOilaRrI6vvf/76SJFGlUtHS0pLOzs7CqlYqlXC5Xr58GdUB8GK4io8fP9YHH3wQhfB01cCie6qDpFDcpISsrKwEp8Y7kNKAQaO9jO92wwJDMbOwUBrIAg0DqQAhgROeEBQI54MiBylR/O6KGtTebDYlKQIqvnEMAQRJ0bwR/tBTQpAHEAtjBAHP+6FgeBeQ4aNHj7SzsxOpQqRCuOcBsvQUDtAU8oR8I+9e2+gVMYANkBju5PLycvB/uJTvOt4L5SUp2qggFMB/XEIsCKHxVqsVhdPwRZIiVH9xcREKrdvtRldNFBqRKmC3RxZZeOxQzYYO1KxhjSXFdlyeRgGiwPIsLc32+tvb2wsXjzo7FNTTp0+1v7+vJ0+eKJebdTqgoHkwGCy8ozQnqlk4KMybm5vYAw8ugwWEqwF6gzB2BUbOT7Va1cOHDzWZTNTpdMJNQMCopcvlclEWBFG/vr4eig9eh2TMer2uXq+nRqOh7e1tbW9vx0KU5h1sQXy4fbj8KC44Pg5cfXLAyJ9Ccbt7A6JjHIns4pJTooLyQzljkEBw0rwml+uAODEWjC0Kiagy7iA5cSAZ0ByuMMT/ZDIJmWNOCQ5Iiigj40ZnU2mmyEl7QfHd3NxEV1wCD3gZpDk4reDjhRHxzH8MJYYPY+AJwCTngsyhAEC4uLeOjN91vBfKi3AxbguFukB0hIUFimuJkiNJFe6FhckuPyABymEoUIY4H41GIZzUb0mKXYrIVmfxkmm/trYWaRnZ3CoPJ5Ne0Wq1oikfiavsNTmdToPDOz091d7eng4PD8OiE/7GfUC4nd8gvO9lPB6N5fkIVXsbH5SSR4YKhUJsCDoYDPTFF1+oXC5Hgi+tikEA3W43FOrJyUm4aNSA4sL+wi/8gra3txd6aJF9T8SJdyD/B+TFmPrWYIwRrpuT+rhBjBNte3BxQCW4QigIlI1nuNP7CwVFpI7FDPqA7/HnuL6+jm64LEp2skIREbUkSEDUj+uiYJhPLxcjFQflD7JBxgACjPGzZ88WWlQjH6TnoHidTIffRengskLaM4ZE1Elz8aAXcsU8OedKKhKdXL7u+FrllSTJfyzp/yzpOE3Tn33zWVPSfy7poaTnkv54mqadZHbHvyTpn5Z0JelfStP0u193D0Li4/E4Quj4zoTzEahCoaDT01MdHh4GR0afdJQXUTOIfSxVoTCvJQPVcA0soqRAApVKJbZeH49nGfqNRiMibriaCDd8hw+8Txp8AcJPJwgsHXzX9vZ2FL8Oh8NYQChYeDcWXpIkkVfFgiflAmEHNXp+DagAdIKCYKGTvT4YDPT8+XPt7e3p1atXkhQJjd7Kpd1uB1Lc2toKt/zJkydqtVqqVqsRICFCSH4eyJpnl+YF+ywelJZzVyB0BJ7EYpoIsrDgtugA4V00QOAYOWne9I8dqDCenuCKy0rE0ysypHm6CkmjRLbJJUPxory4lkf3QJ+geCLWzCGGHjcZeYavGgwGkaB6eXmpRqOhR48eBQLnvUMhmBuILMMvT6fTeG5HW5KCXwSposxAh16NwD094ujcJsrNn+uu48dBXv9PSf93SX/FPvt1Sf9tmqZ/IUmSX3/z/39T0j8l6embP78s6T948/c7D6wTC4cC4kqlonq9HkoG7sK3TpIUwuWfEbVBqSB0xWIxXEpSDMgRwmoAXT1iJs1g8sXFhba3tyNnDIWK786A8zvu72H8yWSier0eKRwsNhDAdDoNDqNUKqnRaOjo6EitVivQDwufoABQnTw0CmqJLI5Gi22zcUlQ6jy3czm48iA0tkKjm6ikSA1YXl6OfvS+ddm3v/1tPXjwIBYodYC4O6BHV1iSYj5Y/E6o0yEEhIHMwLuhCPL5fCT5ehUC1Q0YKZQW849bKs235hqNRrHbEPJQq9XCVUbpSVqQxSxSc/SMgkCGQVekGqCsQH0Q5yjtYrGo8/PzMPa46XgVVIkQNLh3795CxxEUv7fxQXZQQIwLqUOffPJJlK2x+zxKimcHcYG+oFOYX4IKWVcer4HMADII3nZ8rfJK0/T/lyTJw8zHvybpV9/8+z+R9Lc0U16/JumvpDMc/VtJktSTN3s4fs09wvqXSiWdnp7q888/j1oxENDZ2Zl2d3fVbrej2HhpaUn3798PVIVfjyWEcJXmDQ3H47HOz89DgTx8+DAITVdYQGTIcHgWIpSSFohxFhsT6JE8rAzWO0mSyMjHWpMBT6oE3RLgvKiXRHngFnk2fK/Xizw43pnsaUlBunt1AW4AbpgnVHr0MZeb7WZ9enoavBcpFB7Or1ar+uCDD7S3txfPyeJ09Idigm+Cm8vlcrHZxdXVVey/6I0RGQtJ0WKHXCXQMTWL0rxbA3NDGgucJ+kKPAtKhxQMfgs/Qy4ZKAElyLjiDvK8BEDcwBF0wgUkBQJUhxuFfOFSs5FJr9fT+fl5IC3kiFInz+V7+vSpGo1GKH5cUJQj7iPRczwPSRGVhKRvNBoLgQZp3g2F9ezolMg74IS/iRDjkbBecM9/UtHGTVNIh5ptgyZJu5Je2nmv3nz2FeWV2I7Z7NyCQO/u7ka6xOXlZYT3+/1+RHvI/F5fX9cXX3yh29vbQFQknW5sbITgSPPtxUBJg8EgyG22jl9bWwvCGQIV2M+OOKurqwvbrEvzzWddCWCBHILzHK44iAJBNBNSZzEQAqc3P0Qs3N8XX3yh8XgcWdHLy8s6Pz+P/Km1tbXYoafRaCyUEbFA4Gd4PpSwL0wir3/0j/5R9ft9ffbZZwstmuma+vjx41AGvCfuGgYHlMTcOFrqdrvR8C5JkjBKLIDl5WWdnZ0FmsI4SQpCmLw6uD0UCcqAyBlGBqUpzRW182nICCgRhLOxsRGFywSCQCxOXnNNzzfDlXLj48aI9cBuS81mU6VSSScnJ5FKgqKBiO/1evH/0WgUCae+KxfPxt/IG+VDrA/SYjCkS0tL+s53vrMQmPKABYrfk2qRMQ/GuUHpdrvBneLisyZwv992/KEJ+zRN0yRJ3r0v992/ix2zP/zwwxQI70hHmrll8C47OzvRqfNb3/pWRGi8+h2SE36IyCDCh5I5OjoKAYL7od6RqBGpF7u7u9rY2IhoDlbbUZQrMmnOGSAcnl0MCpDmewhSiA33g8KgePnq6krVajX4Cyzgj370I0kzJT4ajXR+fh5WHCErl8tRrUAJ1t7e3gKXyPM6OYvCBeJfXFxoa2sr+BMCDS9fvtSHH36ozc3NSFtwbg2hxVX0nCBQKcgZZIOSwTWmZzroj1QXXEY4z+XlWftgkmFdIbEgPagxGo1C+aHwoC14B2oIWZzM12Aw0MnJSbiayDDjB0EuzXMLvXWPpEgL8V2rOEBHoK3hcBgb/sI5Ilfk4PF3q9XS3t6ems1myBLG0TP+mR8PgHg0EXccVxJyHWVFki2InnZLKEHSJeAgC4VCjDPVH3flhOFavuv4gyqvI9zBJEm2JR2/+fy1pHt23t6bz9558ODSvF4sO4g0eKvX69ra2gpXjwTCi4uLSIAk050QPovDEzEh9Dc3N3V+fh6JnWdnZwspBaAZIDcWEgFAkTjXJSk+5zOsPIuIRQUHwDiw0HF7sFRA6EqlErlqJLP2+/3YcZrJ96gk3RkGg0G4YqPRKJoc+u7Lnk8lzZFZsTjrP39zc6MXL16o1Wrpo48+0qeffqr79+8vKANQoieqwscRzYPwRSGgmCj0Jj+JeeI5+C3NDMnHw2VFaaCgSB/xImHIbK5PLSLGDL7Io7W4VSxoHxdcJiefcZXYBKZQKMQi9yJsSsOYf5CbNO/cwDXhMdm1R5pREiBVaaYMHzx4oFarFWgJasLrBYmSkjoEl4fBxL3jGZFNqJd8Ph/GAz4XY+7dWEiIZZw878s7c4D64ClBZ+86/qDK669L+hOS/sKbv/8r+/zPJEnyVzUj6ntfx3dJiyFmXgh/2VtsoIlJVVhfXw9XDkITaw2J2Wg0gjMhEkbOU7VaVafTifpBFCMRkVwuFykRngeFsDqC8lQN/94RF4svi74gRMm6hofAdQWFglxQwNfX1/riiy9C4CmHIhqJq8W1WUSE1EnGBXGiXD1fB7eR/KMkmXXRnE6nMXbX19fqdDoLite7nTp6YhERIifJk3NQJJRnkbPXarU0nU6jf72kiMTy7NmgSZIk4XJB9PM5qQjIFO4ciaBJksS7pWkaO3n7tVm0zD9KE2RJ0IdoNN4BqQ7UgqJ4IOlJfk6SJJAUGxYzd7hih4eH8X63t7f6hV/4hUDhPCvyzJrifV2R4gFgAJFdwARBDy+F4pybm5uYN2QaLgyjgZIExYPIUOI0NgBxM8bvOn6cVIn/l2bkfCtJkleS/q+aKa2/liTJn5T0QtIff3P6b2iWJvGpZqkS//LXXV+a80VYSbaz8uJOrC8RISJ/FFyj1bESEI+E0FdXV4NvoRyBREIsYq/XCwQmzbdfpzgZxHXXwLJwndx1GO5I0q/jXBMQnjyher2ujY2N6HwBYry5uYk9GMl8X1tbU6fTiczz4XAYSpvFweImyoMLfnp6Gu52dvMGz9PJ5/ML7XJAE8wJXUDW1tYi8VJSGJ6lpaUIOPD7yWQSrjLck5cFkZxLLh5GidpEyOR2u63T09PI4ibFBfRQLpejIgMUA5cDsqHWtFqtajAYxI5NBFBi0RQKsR8kcuuuMO8GP4lRQ+Hxf1wwUCnRWoh5ousEIkjWxhDi6t3ezvb0/Pa3v61qtRqJxu5FeI6hNE+ihQMDCYFePYmWtYBr7zW2jDeUSpIkMYZw1oASD6BgCKjfREZxGT1C+bbjx4k2/vNv+eqP3XFuKulPf901s8d0OtWrV69CS0PesmhY9MfHx5FBDmrwxEYvl+A6cFmnp6fhWmH5iGKyWCjkpQCbaJ6nEbj1uus9vKyByfUDgprzpTmJ7OFzXC44NpQNyoUwNb2xTk9PNR6P1W63dXt7G/WUh4eH4T5AmvtOS9R4SnPLLylydng+d5FxD0grARmwRRs8CYrCG+5hgIiYEXyYTqfq9Xra3d0NS84z5nK5qGlkLghokB4AaY5bDnJDFpiLdru9gDop3UFRg6xx87MdQW9ubiKUzzuirOBOGVOimiiZYrEYQRNJobgwru6m7e/vh8GigBoDSAI3Rvrp06fRXYS0IYI7gADQM4gdmYfj8/dlHVGhsLo626gZN5uo8PX1dRh2jDBySyQVz4MAAe+LsYQjJFkct9xR7tuO9yLDnsVKxMOr9h3Wk9pAszQsMhrcE+XgPLCy9AnCcsNtFArzJn4oBoSQCfcwu3NVWCWPWrEIsoQ8//aFwXtJWlBczpdluZ5icdYfDP6KdAXysvr9fixsSkDIIyORFJRRr9fVarX05MmTsPQsXg9h83+ezSNxpBLAOVEkTTE5OXSeRc3cMhYehYU+IEmX9jEsRoQbZY57zP2ZH8Lx7NbN/1+/fr1QLVEoFBaQFcXupKnwnYf/4QVR/rw/taUoA5KkUYooahQEyrfdboc8ELVFlnFbSad49epV/Lbdbge/hdFAucDhoViluTHNtqfBdeTd/P6gYTo+IIcoIWST5oUk2HIdR6Ioc5QmdcdwusiN0xXvOt4L5ZXP56OODkFE66Lh8fMvLy91eHgYiYa5XG6hg+Xx8bGurq6iG+nt7a329vYkKWrsPFHQI5OUHCFkWDaQ2nQ6717hxDtKLntONtooKXKsfKGhELgPY0L0CcWb7RBASxdybk5OToJ853t4BbpesBCbzWY0UUSAPS/IM6V5L0e1/j0czXA41Pn5edSE5nLzWjZX2CRdeq0mSJvWPyy8fH5WY7i9vb1QgC4p+EuMHNYbVwlkhTxhJOFV6WJAWRTGEHkC1SMrRBWpEOA5uZ9zijwTKJJSHAwZbhhyu7S0pE6no5OTkzBYvG+xOGu+eXBwoH6/r48//lgffvih9vb2QqkhpwQWPPkYBY3coHRQ4I1GI9qk+/tC6HMeQABOqtlsLqQ0eOI07wkBz3M4NYERwMixBjyR9V3He6G8pPlegBzn5+exaQVk5MuXL/Xy5cvYuXc8HocvT4dRCNzT01NdX19rZ2cnUiool0BhSfO+QgyaKyyEh4iK50HBccHb4A5xHvla0tzddOuNEHm6hmdZc71qtbpQP0ZHWWmO1g4ODnR4eBhokc0iTk5OgjznQOEQgEDReSAim2zIv1FgzuHxGZYeHqzT6ejw8HChS4FnnQ8GAy0tLcX2bF6axR+UR61WU7FYjPw9FqKjcke08Fgg+dPT0+C3kBsSVEFuyCA8JwcIHYUgKcbL/3i6Qb/fD5IaZYprjuIgkfTi4kKbm5s6OzuLDWLY65LzyXPL5/N68uSJfuEXfiHQD2k9TvzTihx0RbCCiLDLH++PHPrnpBYVCrOyJowGa4R9MlH+XMuRHgqQzYThTuECmXdyzsi3m0wmkcv5tuO9UF6j0UhffvllCKunFkDCDwYDvXjxQuPxOLZ1p6Ef/j8dVZ8+fRqEJYuS0D0kf7FYjFo7IifSvB4N6ww5zeFWiYngeYHZ0iL/hVLk3TxCBaoBkWERESCeKZfLBaHMNeF1SOgsFApRskL+DSQ5yIj+TLVaTevr63rw4IGePHmiWq22wHuQ++VowaOQni7iQQrGcjgcant7W71eL3LTIJsZCyK+JCCDWAeDwYKbPxqNgnzGWGRRKuRyms56iuE+XV1dhZtdLBYXSqtwaUk4JnEW9wb6gHw/R1osVk9l8IgxC9wXc5qmka9I0IFqDwwXm7WAqEDE9IX7mZ/5mVCY4/FYnU4njC+uFyjRy28874q2OLwDaRfkRGLY4Kkmk0m47Dc3NyqXyws5dpVKJQw7yg8wIM2jwkQay+Vy7NzOd7j1tNLObvp71/FeKK/r62v97u/+bixYEvlwI7GE1HVBsrbb7YXSHAqb6cbKxqqkWmBxidqVSqWwGq5kpLlV99IeLGw2XwtXy62lIywvnXD+JWv5cWt80hBAFjYcEZYRMhuh47lzuVxs84abBtIDnbCLkr+jNOeLpPnuQyhqhBOFLWnhvpzHe/i54/E43EiCI7ncvBsFigpFurS0FG6+u0MEVMhZ8xA7xqZUKgXaATFBXuMeIzu8B99hDEm29XwrDJLzh5PJbBNiDJ+7vMgK4wu/+vr16wXX+fb2NvKjqESgHpW5fPjwYeS9ES0n+ZR6XNALMk+kD2XIu6RpGik2PB/84r1793R1dbXQ3BCFQmQSTpIUGvIIkTEQPTKP+8v3VKlAa1Buxtii+N91vBfKi5wacmyIYsHb0Ijt2bNnEVWC62i326F4sIBMODwZUJ4JgvtxAhqLDsQmTO3lRJwvaSF3i3twDuehmNzF4hyE25Eaz+D5Nj6BHoHEcpNW0mw2F3KU9vb2tLW1FQqJej9q4iSF4JP/5DwcyMifVdLC9/7sTs4SVJAUaRtkhoOaWDyeOLm6uhqNH3FvsP6ePAvHggLHeOAmgcAZPwwFiItIZqFQiK4jbL6CsQSZMU4Q9NKsZ9xwONTp6Wlwfp4PRda885+4zigp5B7ljfJx5cVYf/DBB0rTVOfn52q1WvEeIEly3/AsuO/6+nogOTdIoGPcxPF4HFHb6+trPX/+XM+ePYvNgXmmfD6vw8PDhVpZ6ocZN2/iCEcNTwZy5X5EM5EhwAeKNhupzx7vhfKqVCr6+Z//+YViYawXlgu+h6gGlhoClVIDTxCFJ5pMJur1enrx4sXCYnXOxIl1hBWrzOceBpa0YGGlxdwvJ+xRWllOyYn80WgUXQCInl5eXoZrySKG6GSzWyyWt26pVCrRWph0EMYLK16v19Vut0PYULAeaWQspHlE1RNCHY14kiuVDKQTrK+vR4rCycmJOp2OVldn+zCiYBqNhnq9Xgg1UTqsMw0MydBGYTHWLDLfR4BuG8wNffen02n0j0NJkF/FAoOagG8iq593Jsqapmls7DIejyOZFWoCnomxOT091cnJiZrNZrhhHilHDorFonZ2drS7uxuK0L0HZIS6QBQ8RgeqhEaS8MbMM2OHAXG0/9lnn+n169eBaqEbSMQtFAra29uLkikUoEd/cZfJnAc0eGQXSgjk5xzh1xVlS++J8kJhoXCAsyS0IWC09yBr3BUNlgghlRSRD2neapoIlfcG944IHvZHWCAX4XyyGfJOVHpeC+/mChBExvZiZF3DxbHA4a+k+bZTJP9BYEPCegkIm18AvVEsTmD7v+G26BrgbgIBCBAm48J4Ml7SPBfMOT2sO1UDTghjhFiYr169CuUMB4ZywC3BzYTHorOEt3b2eXTjB2fDexC5JacQ5Y98ra+v6/LyMqoWUA7krqG8mEfe2TeeoLqAkhvGCI4X2UEmedelpSXt7e3pyZMnEZlGwbCxMeNOugU5Z5VKJfhO+C9kHTSLkpTmXUcI6jgQ4L1wo0lp4LfIN+gXuXd5hSKgASjIeDqdhmJEuWK48X5Anm873gvlJc3LLVAknp/FgkK4KF51rorEOQ/RMojOOUHGs+ileWmHTwDPgjCjJN0N8Kibc0Dcx+vDeC6IcyD1J598spDX0u12dXBwoH/0H/1H9Vu/9Vu6d+9e3J9xQQmiwIhI+uc8Ex0QeDeUDnlMCI6nMfBuuNnuPvJunuPG31hhiGDmkp5jR0dHcY6khQ4M3Bs0MpnMep4xpxsbG5Hbt7OzsxDd87nBFYbkJ6cLgyApUmgoTXL3EPIa/ot+aBTF49YSKOJdSZQFFXt7ZhAKvB33AjXBK56dnWl9fV2PHz9eyJQHkWLkUQieUwfFQXCBpFeUDUEIeD+CLmmaLnSXRYYg5mlqQGUKygfljKy4YvMyPYIzoFPnxghM5HKzPVpx4QEMAI+3He+F8mKhE+ZnoaCFmQgUAZHArMaHUGQxoKhwQ0l0xLoXCrNyBzLvJS10uVxZWdHDhw8jo9zv5e6fJ/yxsLMEN8KLkh4Oh/q93/s9HR8fa29vL6J83P9//p//50jt4B6MBxwLETUslOeSSXO32A8ECLIfAYcv4zqeEoGyxoig7DAi2ZQB/jjZv7q6qt3d3SgRYV9NOCgSOkFRlCGVy+VApowpbuf6+rry+XyUT6E4vQ86kS9P/4CI9n5SHtYvFouxWQjGqt/vRznWeDyObco8axw39fT0NKJ4LE5PBCW5GG6TVJhHjx5pa2srODfvWQ+fBKr2rHmuQ/6ZNFfERCFBsxhBScHr0S4nSZLwVhhDZJfxYUyRO/hk2vUQ/cZzGI9ne41ubGws8JhEUnF5UfiepoKif9vxXigvBAgOwsl0Do9ceEQCuA/SwvXk/wy0pNDs0kxJ/ehHP4qSDcLEKKlOp6Ner6f9/X199NFHunfvXigezyAHDXrqhMNyDyag1K6urtTtdiMz3pNAUbSHh4dRs4cyxwUhuucuLOiTZ+Bzac7RuZvLH871DGmUNCgOBOuBBISdsZXmJD4Ikd/hLhJtkxTzRoSr0WiE0mL8cFl4V4wY4wUqoCDa84dwrfi/9xHDEHh+2NXVlTY2NiISSaoBSg6XHVQC+Y5Lxbh4TyrQJwnVt7e3Oj8/jzQdCq1zuZz+yB/5IzEGyCQ5cmwA43QG8uKG0Ylzxh1FhNvs+YScwzsQPWRtYWgwCB6IIuI/Ho+jJ97+/r62trYC0ZIK4ZFHIt/Z/EZvxY5L/lOhvBBGCk9ZnEyWk99OkFOd7i4bRC5+O4uaaBIdFA4ODqKR3Q9/+MNAFKCdTz/9VJL0R//oH9XZ2Zm63a4ePXoUYXkgMQoim++DAnDFxoJJkkSdTicgMlEq3B5C8PAbjqgQMCb/rgOLyO/8Od2tI2rlUVPPV/KABYoKAwG6yqJQ5/tQYh7VlWYRqu3tbS0tLUVCJvOOO487KGmhFXG/318gdkejUdRzOjLrdrvRNocxwPgUCgWdn58HMQwSZxs9NtvFVZUUNYq5XC7SD3DhUSyOOEh7oO8W2/nhirF7eK1W08/+7M8GD5jL5QINMQ6eQIpiJufPo8GTybzRIEEGDMHZ2Vm4uowHOXYABgwBioo1xvkYB0mh4DyoU6/Xg6+irxveFFn+rEEqIOAf2QUMo+a0ztuO90J5AZ1ZlAiUpyh4t0lylhBGrBoLSZrXAXoUEUXGphkcCK40h9Is7P/uv/vv9OGHH4YFf/bsWeS2oKwgdJ27wmWV5iQyC9vLPjw/C+W2vLys7e3thWRYxqZery8Q7Z4EKc25J2m+S0sWwXpeD2OSVbQeeMDaerjdkS1KRNKdSoz0F67Be4A0z87OVCqVIn+LVAGuAZJeXl6OjUZ4Xid4SdqEInDF664uqJC5AtW1220Nh8MolaElEW5cs9nUaDRSv9+PFB0qQ1Cek8lEx8fHkbtGUIGkTjpfSNLOzo62trY0nU5jh3KK1eFaKW7GUEuzVBFQJzJIsIgCbj6HH3MqBHrFI9DMJUqFjHoUiCN8EmfhAuGocD9R4vV6PXq5MV/keAEAMJ4E4zC8UEPvOt4L5SXNEyNZ3JIWXCqsOAuCEDRICzRGOJzF5ZamVqstZD9DDlPmAALxNAA4kOl01jG0Xq8HkcwiAqp7MiLP7DwBBDOIq9VqBUqAoCVahHL0wt/79+9HRQDjgtCCTl1Rc7h15hkZMwIHntXviklSIEnPDcIoeHqIcyG+gDAETvQjwLlcLvgSHz8aAhJul+ZGgIWdzQOiWyyGyFMoUISg1zRNIwFWUnTdQKHyvBsbG0EpnJ2d6fr6OjrbMp64Ryw85qDT6USnDRanNDMqjx8/DiPKO6HoIPkxaNwLXhdEI813P0JeMKxcEyNKW25SHZBHaZaLR8oEJDlyD9InaEA+IcX/IEPGluijz70bc4/I80y4iZ6OBCJ71/FeKK/RaKSXL1+GSwPBC0nohLS7Y7g3DAxWhwXC36AyBIABRbnRQZXF6z286ImFUv3yyy8DGaI8mcRsGgXP64S2k/7lclnPnj3TD3/4w8gPwkoT7UIQaekL7+I1aowN4+JcFDxHttUzguw5SNKct+J3kPTMC9/xHh6YwH1gvjjP0Y8rv1KptGCgQAZEKJvNZihk5g8ExeJknrH88Emnp6eBAKbTWTE3kUPSCDw6TSoHKJjWPLiNhUIhtrxn7NhnE0VKR1uMQT6fjz50aTorW2o0Gvrwww9jVyzQN7zfZDLrTkHrHEf13W43EozL5XIEmkBIvIOjb+Yc3o7xQn5wewlaYMSYk5ubm1BiRI1BkXQmASzAO7pBAz15AI4Ea3L94M8wcqRR/FS4jYPBQH/zb/5Nra6uhgVmX8RKpRKF18B3j4JgsRgUab6QcSc9kQ5lw4KjjQk1XwgwGf++sID9jx8/jsWOkLLAOFhg/F6ad0yVFKH1tbU1PXz4UK9fvw4YDR+F33/v3j1tbm4GT5SNJjIWIB6PdvId5zsf5ryFPyPXYexAIrj03NMTG93F96oA57q4D2Pvv81yh/ztvKdzb5zLQvEkZaKJoJ2NjY0oBePdSZr01AX2JkDpUBdK5BADgGtPfzUSNEEh5G3hzr548UL5fF6PHj3S+vp6RLlx3bk3gSCUsHd+JepMfhs8lc9/dpcpxgw3GfeRQAQlXERWfU3c3t5GtJO0ElrlgNgIAuAxOB/tlIrLJ4qVbH5kkLWEa8mcvOt4L5SXDz7CChKC4wCqSloQYhQb4X6uhzIhnO2cCwduYbVa1ebmZgghiMxdMTLe+/2+Li8vYxs0rg+awNIzwXxGAAJ058GEUqkUPZ1Y+HQKYNOG7e3tEEZHPPwmS6C7K+lCjjJxDot7ugKR5ooMNIa1dZTF/UCnLABX2lnXH2KZ5/H0ExQi9/Mos6QFZOD38CDC2tqaSqWS1tfXF97ZOTyfVwIFrjBxLTGOtBuHn4XUJkkW5IEyojbw1atX2tjY0M7OThQnc33uNxrN22CTdJqm6UJ9oTRPHXB0XSgUoo4RLhREiTwwhnDFjsS9YsKz3UlfIK0HuWXMeX4MLAqRsSG5l2grW9KhpEejeWdc5pX14Z1V3nX8QXfM/rcl/auSTt6c9ufSNP2NN9/9W5L+pKSJpH89TdPf/Lp7rKys6I/8kT8S23WhOFAYNzc3QepCkuLeMXjb29vRTdIFFh+azUclRXQPRba+vh6CwX6QKJbb29vgoCRFt0o4Bhaku1ugPg4XUH4Hl+DcgTTP1cL9oU8UCMkXOgLqwozScs7LXWZJsQg95YHn5HxHUo6EnNfxFJCsq8jz+LU8M9vnxu/pLj/X5H5cW9KCG+t/o4h4T6cROFzh4cr4kT0fuQGtknOF4Wg0GpGjRwPIV69eaTwe69mzZ2o2m6EI4HlAQEQAaRoJCU/FBeQ4VSEgSuQXtAdpDm8FF8eYMicYBa8fzkYyXR4BBR6VZexwGx31u2vPs47H40CMyAtzjsK7vb2N8it4yD+08tLdO2ZL0r+fpum/m5n0jyX9c5J+RtKOpP8mSZJnaZq+s7cFyoc8m/Pz89De4/E4NscgC5leSCQDFgoFdTqd6AxaLpdj4wwWqbtY3r9bmisKENHx8XFsyz6ZTGIXaG+X45EaUIdXAdzlivHHubulpaUo95HmiIO2Ne5y3bWYHUliHT0axwJ1q0k0K6sMHXm5UnDFkv0j6StuqS8YSQvKgX+DDjBAWQXK4cgBBZgNrIAmXEG7AvIxyn531/E2Zec8In8z54wRW6I9fPhQz549C4TjaSkoDWgE3HPQF5smM59QCRhTfybkhnuALOHaoGEw+IwhEUdywAg68Rvm5urqKigbDyBxfSLBuLGUAvGueEu8HzIIYpQU18DAe0rNu44/6I7Zbzt+TdJfTdP0VtIXSZJ8KumXJP0P7/pRPp9Xo9GIqMjW1lYUxJLV/OZZtLGxEdvHs/fil19+GZm9FxcXajabsZkGCxdrglvBNVl4cCKlUkmNRiPywqT5oiRvBwEhhA205x4sTFAK7g9CT3QKwcLiedSFWk94OITYLZeHlrHCkPGMK9f3aCKuj7ToSrqb5ygyq+A87QMFKM3zutyFQ3kyHq5UIb9517uUiiNMFgSpAc6bIR8eHPBrvOvIWvjs+T7eWdqB56ZmNEmSKNciD0ua50tJ83pEEBRGsN1uR/eT1dXVhTQaFje/9bkgQkrU3AMfGEPkCpfRaRbknKYFHuGW5r3A3PjhXpKTBlUAJ4Zr2ev1AjCQAlGr1SIYd3NzE0GbbKK0d9q96/jDcF5/JkmSf1HSb0v6s2madjTbHfu37Bx2zP7KkdiO2e12e6HUhcJYoHK1Wg3FAx8wHA61u7urfD6vBw8eBKE6GAx0dnam4+NjDQaD6B7AZLN4JUWynEcgWWyE57H80+lUZ2dn4R6yOLGQKANC1c7dSPNEyyRJYgMGhM5Lbxy9IGyOsjyL3RWBW+YswmMhY/25hrt2jhRtjuLf/kxZJceB4IHyfPwYQ9JFcEF4TvLYsu4uz5nNZeN7XFtXrq5UskcWrfJub3vv7O8c2blLynvwDCgIxoz/SzN+p9lsBimeJElEEXlXd1WTN5ww96rX6+EWej8sSRFcQJ74PX3A6I6K0ZNm6wCFAUoj8o3hSZIkAgWsEd6VQEO2wYGXadHxg/K35eXl2MjEKQWUJjzuu44/qPL6DyT9O5LSN3//e5L+lb+fC6S2Y/aTJ09SFp2328UKeCQRApnPut2udnZ2QvsPBgMdHBzo5cuX0eyfc05OTmJSyY0hCxmS0l0sEAoCCClLASvCzGDj7vEePK8rTCZLUtRXUo/pi57fuRLgmbKKJhsdzPIKjn74zN1CFByCxjU5Nxsl9N8xDigM0BGGwPkuVwogUgIxKDksfBb1ObmMwvX8LX9HzuE+vA/Py8JzheBj6bxbRma/orw8OJF1rx0BS/O23cgD6Qej0Sg6LJAHiPyw6EFc1Cji8qGckGHKn6BKkKvhcKiNjY2vGFUP5oC4SGSleiXLYbkbTYCLZ6Xe2BN8IfG5JwX5Tp0g625cs0Yle/yBlFeapkf8O0mS/1DS33jz3z/wjtmSvqJt0ez+OfxGoVDQy5cv47tut6vNzU2Vy2U9fvxYjx8/XuBHVlZW9PnnnwfaorxCUiweIiYekeOeKDeEFffEt9Hityxc0AbCzTmOBLke/85mxfOdowUWIecDxwkG+O/ezFe4ru4OgNbcLXLB5BqO0LI5V1klhwXnWZzQJ1DiuUi+QYa/kysJR7t3uXA8A7LgSC8rTyx05ApOlPfJyl6WR8tyaZ7X5+PA+LoidtnwvDtPtyHL/vT0NFI5yN6nwwS5Z/n8vP01bulwOIyyHwwG/yfZdTweR4E3m5CgQCHPPYJKWRPyKyk6WUDgAz6I1HvL7/Pz84Vyv9FoFEX59Xo9rkfwgLnxgM5dxx9IeSVJsp3Od8L+ZyT93pt//3VJ/1mSJH9RM8L+qaT/8ce9LoLriorDhZeJbrfb4Vah0KR550tfrLlcTh9++OECuexox9EEygYFhuUh54kWwygtQrv+B4FAseAWu7vmCs4Lmf19WaRYUxQPvwMFgiIYA7dq0pzslubuqiuybNTNUVoWxbmr6crSr+fIhsXNM3k0CVfRlasjWifmHRlyuNvoKIHf+7PxHtmETefVsqkonsvmypp7+zU4x+/n7qS/C+cy9nxPRHJ1dTUy/qfT+RZy5XJZKysr0VYmTdOogSWQBP+Vy823F2NsUGaQ52tra5Efxmek71A+NpnMNsMglwvEl6ap6vV6bGqCQnMDAz9HEu3q6mp0CtnY2FA+n9f5+Xk0IIALTNM0uvG+7fiD7pj9q0mSfEczt/G5pH/tjXB/L0mSvybp9yWNJf3p9GsijfEghcV9/XyR3BW1InzLoneE4gvLSyXwy9n4oNlsLpSCoORQaM4V8f9CoRCWEOSCIiL0Db+RVVYsTnchJUWY290PJ7cRBBaX14Q510YkVJrzT84PsXA8NJ51kbJuKv938tZ5Oc/dYqyyCs0XNNd2ZYHggxBdKSIPPEM2YOElY4w3gQ1Hth5l5d7Oo2Xfl+v7/7PuoPNrHhFl7rKuMs+IvGaVHHLCfJJZT6UA7pikcOkkRVIqRlySOp1OlJxRfVKr1SKK7rtS8VtJC4ngFKDn8/nggAl4QZMcHx8H+e+NBTHWuMe8u29jyBxUq9WIOKbpLH2CYNa7jj/ojtn/0TvO//OS/vzXXTd7+EIDTbnldEThLoNHqiC0OVzZcP1cLhf9pKTFKBDXp1yBa7hCwNXAmoDecIFwW1wRIXiSAi2xjx9QO+tuvRnL+J0rrSxR7EjOrSxoisXq7p4rRlfSvvhcSXjuTzap1V1NDxT4vbLolsMR5e3tbXRF4PqE2DkcPTJGvK+706BvdzlBJo7Incdy/ocx93u4QZPmBjfrVrq76nwhcowB8cNRJ+NNGQ5jTh7YYDAI7olSImS8UJjvP0m0HkKfcjAQFi5htVpd2IfSjcvNzY2Ojo708OHDMPQoUBLL2+12cMHI9OrqatRhEsF3pXVxcbFQreEBK+T0p6IwOxvJ4TOsWpaLQVm4G5FFDggZPAvncx9XRB5RcevtRKQrGiw+guWbCbhL5QrCFxML1TtfOJJxBeLKmPdxtMEY8V4oLBBelhtigfhCdDSRJex9wfn9mBNHN5zviMSRB24T8+uHKzfewZURit3HirHNIjJp3hXUFaW7wi4LGDlvc+Ty4sjbFToRUg7PpXMqIYtgkTkQbHa8uBeGERR/dXWl09PTiCxSskVuWL/fV61WU61Wi4RZNshAUfGctJ/KRp+Pj48XWg6h5H70ox9pe3s76hd5dkqZaHdDmkeSJBGMmU5nTQ1Iup5MJlENAAfsnlK23dTbjvdCefmCYsCYbF+8vKBbKDS1C7BbDhafL1hXlrhbbrFRTFm+B5/cEQhRIc/HwS1AgNythQR1y8LfIBUPJjg6YjESKeXdnKdxdOOcmRPSjiT8Nz4H3Js/nOPuEXP3NsKa+XKE5q7YXUjM69uc97sLrXh+W9Z1yx5+LS8xYlwYbwIfrrhcsfh14A6d4kDpoRCdS+QaTl6jBDzK7crZeVwvwL68vIwaSowCfBgJ2x5d5R1QiJIWIorIJNFO3pU63w8++EC5XE6np6cRjaS5I7XDpVJpYWemer0evPDTp08j+Xw0mu1sRBI6AQLel/Hxioy7jvdGebli4TPpqzs1ez5INpo3mUwW6tRcOF0omFSPBiFg3hcMBUbBrjQnmZNkMakOd+8uZMP2T1TRs+uPuxwIPs/n7qK0WLvnVtyVm49PlmtjgfAOPuaOsnzROufgKIe/s3wkv/cjO/bZ+/GsXMuzwFEAIGGveXOFicBLiy6tu+7Or0mKHDPG3RGxG8JsgibK1Y0Ciovdc8rlciBI5xcdaWcNLAqTd8667vyWRFQ2aoFnXVlZiQ698LoQ856iwXfX19fa3t6O5o7QI7iKkqK/GmiIzH96g7FdGn/oeou76rKay8039aVjhre8Id8So09n1Xcd74Xykha5G4STv7NRI1dobDHFxMMLYA08OucIjIXJInR3kAWG68G9cCW5BosB4fS0BRqzkbiHQiB3jb5N0rzMhPCyIxZ3mTyvycfEu2TwDoxVNvE1655LiwjJjYEjrSx56pDe0Rb/l+ZKJYvmHOFlebfsNbwzAaQwC9LdXa7pKNODHK4wXKFDCZAi4PyZo1+Ic5SUIwPPE2w0GrF7D2U31KcyL1zP0008j5FxY944+C3oHpcsTWe1ktfX1wvNCyeTWXnO4eFhILHJZLZBLlxwrVYLlxOuamtrS51OZ2EHn/Pz85Bd2ud4g1AUZC6Xi+YFJLvCzQEAULSMW6FQiFpLkKyv+7cd74Xyyi5GDs8mdxcDFHF9fR3tel+8eKFqtaoHDx58xTL7ALuLgQDdhZ4cnUA03sXvULLhHFuSJJHHw3Mi7F4Q7TwY6MwVjSswrKEjOw8MOLclzaOP/O2L191ySQu/5z2woHzuYX5Xgk7Ku1Li/0QnQTF3RZAchaBomA8WqjTnHt2N5Z1xw7J8I8bE5w8jRpQXV8Y7LcBLOTeEQjg4OFjYuYikUTaRoO8XPb8kLZRC4bpBJ/A3c8Hh6Jj/I2ueF0c94enpqW5vb9Vut0N5XF5ean19XdJ8Iw+6t66trUVPfRAd24+1Wq1AkhcXF6HIKC+i35r33CsUCguIL5+f7YblpUpJkkRghpSP6XS60PcMFPZT0c+LI0sGO9xGoPL5fFix1dVVPXr0SNPpVA8fPowuqU5qI8AIpbQY2ZQWuR1Pz3DYy28hT7GeHgWVZgLGOZDA3kucZD6/Bvk07lY4Kc91EWIUIPdkMeIaIGBZEpsxlr6aGuAKxJVC1vK7W+9KlnFkfDlwZVl4jJdHVRk/5gAF7vwHz+VlN9lUBJ7NUZ7PsSNBL4ZmLIbDoS4vL0PR0XueLdeYP5RVPp8P1AIJfXl5Ge8zHo/jXBQWiAz+yekId9Vddj2Z2I1avV4PDoz8w7Ozs0gVoR/e9fW1Dg4OorU4ypi/kZ9icdZ8E5cPxYVCxgikaRqbyfJbfoM7eXt7q0ajEW2JGG9qOUGhoFKiohibrOzddbw3yisb2XGOBcEnv4ScEBQNZCFKzRexa3yP5jhSuCthEWHB6sOLoFQg3uFAsMJcg88vLi50cnKiJJnVNPIeKCksGhMMYQwyc2HOvgvj46Qsz4tyQ5lmU02kuQvn7stdLqWXa/i5HB6Zy44jC88DDsxdlp9y3gsZIG8Ot8TddUkL74XL7+/GsyEPaZpGGxqeh/wpnu3i4kJnZ2eaTqc6Pj6OXafdVfzyyy8DxfOeeALn5+exkQc7lqPAMMIoZedlnbjnmX1+PerLO8LHkpMF9+SKNpeb7ZLOOZIi+oiLWa1WY3OZs7MzVSqVSBbd2tqKVAxyJBlv5m08HqtWqwXxTwJqkiSxTshX863WUHS4jj7O2Uh79ngvlFeWh+H/7kJ5vg8L1RGLc2aOEDySJy02xmOgsmQvvri7LCRSYtVAV8fHx5pOp2GJswux1+tpNBqpWq2q0WhE4qAjRO/15d1KpcXkVCbViV3n2zys7u9Dx0qUANfKKqps8MCNCWPn32fn6y5k5vfjXHfrWLTZgApbouG+cvjYeT4gSvaud0GOQE88C5Ewfov7giF5/vx5ZIxPJpPIWwJRY0jZeo3eVL1eT2dnZ9EdpdFoxJZunI+SgZwmgIN8wsc510riJ2PgxthllcADrtjV1VW4aIwXeVhwYWtra9E5lQRWV/YgStCTJ8am6SzLHwXuCaasGdYixpQxcxnO5/NRgsRYvut4L5SXW2oOn5gsYe98ji9uEBmT7dErYHF2oeVy80RIeo9Lih2JsebT6TQ6VhIxqdfr2t3djVIht5IoWKrzq9XqV7pn4I5A7EuK1rzuNuJaSlpQKLjQd5UAkUODEgWOoxCy32Xnwd1LyNMsbyYt7qfpn7lScmXO/Dl/6XwPFtk7MjjSQxmhcHDHOXi+bEQTS873uE2g5X6/H4rl4OBA3W43xh6XB8VGtE6aGdJarRaRPmmuFJl/34knSRKVSiXVajW1Wi2tr6/He5O24HMEssNwecAjy79KWnBJJS30pfMaSSLlGGm8Fc+UR7Gzk9Py8rKq1WqsSTwejK4bN9pTtdtt5fP52B2ce3lNJPwd8+iNC991vBfKS5ojpGzUyt1JJ8zviiRBsnp4GotKwhz9hRB+iHLchEajEQ3yiD65Xw4Ri0u5ubmplZWVIEt5bqA1ZUyNRmMhT4ft1SgKT9M0ClqzbqG02E0DZYoCx2XF8iJ0/M6LXUF4oDQn0z0ym3Xhs6gy63rzzFkUzbMhmFk3yBHSXZFHDwCwOCgwzqI1lCHXcxnCILh7mMvldHJyok6nE+j36OgouiB0u93gYrLKkucCibGJBtuuefsY5rlcLqtcLoeyo30TO1LVarXoqcWzo8g8cs4YuWL3MXO6gez58/Pzr7inyEmv1wuOjAAGypRAhqRoq8N6yuVy0YuMCCb5eU4P+LZwcG6gchA2AQ+vKMjytV/RGe/89h/i4QmGbrGlr7oz/lIOtVm8tAXJupnOJ9EfXJptmVWtViMKQxgYNwSrg2XET4cvYnPT4+PjQFO8A4qLnXCy5Uu+IFhkWEBJX3ETnbMCkaEcUDJEa0AMKBBKb7gPguPlSXdFfZkLV6p3oTFXroybG4EswvLzsgqKzxB6V4goXR8zlyF+zzUwcixWUO/5+flC+gAIo9vtqtPpxH0xcjwPUTWQPhwWysw3by0WixFIgvy+urrS2tpa7A7kB2OMYWK8XO7dgGQ9FuamUCioVCpFMunm5qaSJNHp6WnMvaSIJB4fH2tzczNkf3NzMxoFeqCrVqvp8vJyoSyJpFOQvTTfTo3x9w4RvCNpTsiSI+p8Ph/o9m3He6O8pEUXBBjL5PgkO4qAf8KKu4VCqZF4yO7FKBfqq/b29oJb8XwX+oFdXFzERhhu/VxBrKysaHt7W+fn5zo5OYlC62azGeF0uBcUm3dGReCYSDKOfaF7SB10hDuEcIA+6QwLCvCgggc7uIZbeE9RYbydS8wqG1dYWUKf77k/48Zz+kLkfJcBvy7PjivjBs5lA6XjPKH3vup0OjFWvV4vWhhPp1N9/vnn0bQP44Cb6V6Ap8gQseTdJ5P5XoYYO5QEuV88D24pBhKkjlGRFqssGCPnTJlLNy6cR6AAct47Q9BpmPXQ7/fDGNPqidSJ6XQaO4ijaOha7EXho9FIjUYjFD4bg6AsKVkCsSJLeDSMHev6Xcd7o7w8ITC7qHxCPPoFpGWxsPico+j3+zo4OIgNQ6fTqba2trS+vq4nT55oeXk5tqHClWm1WqrX6xoMBrEFPH48yaUoRVxFFCFZ9Gz3Dq/ikTxHCFgqjzJJi8jB0Qi5SI5UQYuMB9EzWqPQuM5rA4H4REZJEGS8PZrnkUh+zzzxDFkU4LwTz+yBgCy579fwf4NeUZ4Q5X6wuEG23McVDguLvCI68tZqNS0vL+vFixd69epVEMmMkaTgUImOOb/HOSBMUDIo1LkgkAXIB3eVyDVZ5Sgu39jWAzEuD9zf0ZcX0bu7JkmNRkPX19fRqRgDS0QV1Aia9JKswWAQCjZN0ygZwoDyDre3t8H/YTzYTQhKxpUtcutI+q6AUvZ4b5QXk47gZsk6/o9CevToUezigt9N1fzV1ZVevXqlly9f6uzsLMK83/72t9VoNNRoNKJXUL/fj17bksIFPDk5ie4PDDgwGKvrhytN0jb6/b7SNA2U4K6fpFgkIBtPOcCyZl0hF0TQGIvV3QuPnILEUHJ+PsLoNZ0EFUBsLmyeI5cl5N2VySIweCIUMosb94jveC6QFsrVc3+4D0KOYnNCHtTmSInFmqZp9Mw6PT1Vt9sNbpPreO91Fis95XknOFAP6vBvdgty+sEjqJJiOzXIc+gCUAsUAEqPsXdEyj2d52L8UYa4zLh/pVIp+niBrphT+oSB1DY2NnRwcBBcHUYbmoZseVxIUFoul4t3ubi4iDEolUrBeXn7HXRAq9XS8vJylCK963hvlJenRbgr4OR0ms6an8EfLS0tLcDb/f19dbtd/eAHP9DS0pLu378fGc07Ozt68OBB8Bq4ZZPJJDKCgdO+8L788ks9fvw44DIpExS1Zn16oC65Pb7AnAdzboPvPGIJt+LErDQvXHaiHUHg/yBWd+9wbXGHOA+FjyHIBkjucs2kRUvvbp/zRE700ynA55WDZ3TFDQLz+XClzL9RYhwezOFacJScR/AFZM2YkueEMfRnQG5QSB6Y4F08LQfXEMOZz+cX6iIZE2oG6ZdF1JtgjyskV86gO8YGt5XxcIrB6QDfQwCjBSLHW/FAAXWIfM+8TiaT4IovLi6iDhLjDjrFAyEjH4THpjV0mmBMCAiwHt+pM9757T/Ew10KFqYniiKMLEra4e7v7+v58+cxCOPxWB9++GH4zuVyWR9//PFCMqikEFKQGq1FGLher6d8frar0ZdffhlRG56V1AOUVrlcjlA6oWbKIoDgvnhxC6T57truLnFk3SuUG+/neWggOxYd2f0oflxD3EP66ROFI8nRnylLqoOQnX/h+2zk0RczC8yFMstzeQSRezkPygLlXbmnK/Js6oQT35KCNKcrA+kxEPWgkeFwGPlxoB8ilYw9aQUoVEfJPJ+3aabOFeNzc3MTHVIZc54fzszLb5ARlDbzigIiLwyXmXNc9rLEuffzYn9S6AaMG7v7sCbgHNlOjby3bCdXNtqo1WqSFOcjg9fX17GG4MIYB5eftx3vhfJiYaCYnHhnAuEULi8v9emnn+ro6EgnJyeR2kBP7kKhoGazGZAcLolqezpMYp1QRJ4GQAKeR9YKhYLW19cjmgiE9tC4pAhB+2+B9B4hk+b1gxyOxJwfc+4LReDcn4fWpfkmH65M4EEQMO8n5YqJCJpziI4yfL78uVkcKLasW5O1ov57FJa/pytwpxK8OB3EyaJnUYM6eB+eGfeKBQqRzO9YhKAjD+LwHNPpNEh3UDjv51FVxhPlku0mATomqXMwGATnBGoHWWXHMIvKcYd9rl1hIQsejGFMcM/b7Xb0AXNOl3tICoV0c3OjnZ2deL6Li4voSc98VCqVQJOkA+E+9vv9oAFIeCWwAclP95V3HT9OG+h7mm04u6lZ2+e/nKbpX0qSpCnpP5f0ULNW0H88TdNOMhuxvyTpn5Z0JelfStP0u++6h0cMgaUQ0NfX1zo7O9OXX36pbrerk5OT2CPv0aNHoa35/fb2dkzeysqKqtVqRPqwOlTFM7G4oeRewRFByG9sbIR7wQIATeF+APXZnFaauXhELCWFYCDwWGoiVLiU7logXCA4hA7L7Plk/NtRK79zROPZ/Chs/7eTqTwj8/JGJuJzdxld+Tih7wuL79wtc/eLd/droyikOZLiXE9hQEG4G+qoE5QEeoIHcnTTarXU6XQiGg0qR55wtViAKDmoAwrxk2SWjMrYeQTUg1O8t7tkd6Fd0CSKS1IYdeTAx8DJfObRXUs+Zz1AGfR6vUjGLhRmnSdIaQBtcl3cYGooJUUw4vT0NPjjs7Oz6ADLOyJf5Dyy032tVtPZ2VmQ/O86fhzkNdZsX8bvJklSkfR3kyT5m5L+JUn/bZqmfyFJkl+X9OuS/k1J/5RmG288lfTLmm2T9ss/xn0CWXW73VBah4eHGg6HOjw81MrKivb29lSr1XTv3myTIlp1sMN0pVIJBbG0tKT9/f2FHVA8Sc4XDhX3uAqnp6exULDeELrn5+caj8eqVqvK5XJRq9VqtSKKhUXvdrsh+GmaRnQUlJnlbfxzSQsLOxv1Q9mBqNztJVLkwu1u2WQyCSsHIgRpcXj5lbS42NxtZGF4pEiau4vuSvI33ztCcZQpzeszXZET8PD0BM/G97HhmXke3oPkUAqaG42GOp2ODg8PgxcCBZCgjAIhxO/Pwx8UGwfnOxJ3PnFtbU31ej22NqM20JGljzOfIxvOGzpHiQEAsXmQwF1QR/GMM8iUFIo0TUNOUG64gewe5N4GoADSndxCSqLwUojyXl5eRhUK5UsUr3/d8eP0sD+QdPDm34MkSb6v2Uayv6bZxhyS9J9I+luaKa9fk/RX0tmq+60kSerJ4m5DXzkmk4meP3+uwWCgm5sb9Xo9HR4eqlgsql6va2trS1tbW9rY2AjSbzgcqt/vq9FoaHNzc6EwmWZpZ2dnqtVqQQIinJ6PQ9Jdv9/X+vp6KLd8Ph8KCAFmQog4sXjgGuBESNCTFAqTheWN1uCj+H2WIHd479yfR2Xd9UVQQXYsTncXXFiluUvBeIDcPAKIO+BtWPit/3HX0JWH84y8jytu7uPKx9GCjwfuuclnXDdbC8eYgHzgmC4vL1UqlVQul3V0dBTlPM6lTSaTMDQUI0vzjV94N2mu5Mm3412gCJyMZ97vSkS+vr6OJFIojyzKdc7Lg1yeWoD7yZzBaTr36AjXI7usoclkXv+4vb0tSdEpQpqVHdXrdY3H4yj98UaDxWJR3W43uN9sMIleX8g+CHo0GqlWqy1ER992/H1xXkmSPJT085L+jqRNU0iHmrmV0kyxvbSfsWv2W5XXzc2Nfv/3f1+np6fRtOxXf/VXF8hMYHiazlvWNptNPXv2TOfn54HAsBJwIwcHB2o2m2q1WuEaokQgIZlIFjuh60ajEQMLSgCOk3pweXmpdrsdvx0Oh7HnHsQpQnp1dRXdJEF0pCRkyXFfsAhcljfJRu9wIzx5ErdG0oLiZpFxHRCfp6ywaMgDI/rlbh/PJmnhO+dKPNn1roCEc2bOhfF/X2iede5/O8rjwG0koRIlnKZpNNtbW1vT6empXr16FcpxaWkp5AKlxiLknHw+v5BkjAJEdiTFRi7+Dh7EYFy5PqgFJOaKmXd1V4/x86gifBrRTpQKvJvnpXmaCYYYWcUTQfFzvzRNdXx8rEajEVzbeDzbiYvILONwdXWls7OzKNrG9eSeBE/G43GsT8bc3/Vtx4+tvJIkKUv6f0v6N9I07buQpGmaJkny7rjmV6/3pyT9KWk2WYeHh2q1Wnry5IlqtZoePnyoTz75JFAWCgv/HIT1/Pnzhc6aKAaKUWu1WsBWUEWtVgukcXFxoXv37un4+Di0//r6ehCn/X5f7XY73AiS6cgP4//T6TQ2IZBm+WJMAoqVkHO32w2U5y6AC6IrBRTYm3FbcA2keZQOtIXlRpmiiEBg8F0uHFnUweJyjsUz9J3P4t+uUDxgwOFKz2Rn4VoeOPFFDxLjmUAkIA6ugQLwKKU3kzw5OVEul9P6+rrOzs7U6/Uix48scLjTTqcTlAG5V+6C4a46unLC3iOdXveKC8q55B3iOoJUPLJ7V4AEQ+oBiiRJ4vee8uMIzZU6SpL144EaOqXQKYPzNjc349mJop6eniqXy2ljYyPIeXrYY/zZZg2lVS6Xw8h7SR3rMJtLmT1+LOWVJElRM8X1n6Zp+l+8+fgIdzBJkm1Jx28+/7F2zU7T9C9L+suStLOzkz579izI6tFopFevXgVKKhQKEd2o1WpqNps6OTmJ6B8bDwyHQ52cnETyXK1WU7FYjOJrJ8zZ0FOSzs7O1G63NZnMNtfE7SIHDHIWwhLFSUE28LxYLOro6EitVksnJyfhz9OKplqtRrO4k5OTKNXIIhFHXQibcxZZktsRlJO8CCfwm/87j+QEOn9QCO7G8TuUiPNUnlPmUUZ3F10BO3fmSgr3mmdFSXqEjPs76vOcMgIZuFe4WCCozc1NXV5e6vj4OBScJ3hKM0VFqyNHP+6+och5d9JQOHAP3eVHCXlVCF1BQLUsdm+xxD2dA8u6psiOz4NHk71wHzlg3Pmc6/Me1Gc65UCBN0rP0zPq9XogNnY0WllZ0cbGhvr9vlZXV2ONw23RVdWbCYD4vm7H7HfjstmAJJrt0/j9NE3/on311yX9iTf//hOS/iv7/F9MZsevSOq9i+9iMB8+fBjRBeB0s9nUxsaGnj17pnq9HqHyo6Mj5fP5sAZe4kOUkOp8eCjKMEhQpMOE5/qQbc2uvRC7Nzc3EeGkIJf7JEkSZROEiFFswOTb29sg+VdXV7W7uxsRT+d9pMV8KQRKWiSeEVLeyxcvCIyQ9l0KBdTF4uTanoMFMvDUDUd3rjx8ATki5MjmGvnzZM9nLLJZ4Vl3EJfcI1coMgwP74Wbx4JK0zQaQkJCv3r1aiFfigx5/nhOHWMzHA7V7XYDsfEeSZKEewrSleYlcCAWnu3y8lKnp6fh1lYqlfAuUOK8I2NHlDQrE4wLf7xjLC4ac4BycwoA9ObPAQ/GWuPfROe55unpqQaDgU5OTpSmqZrNpiRFq+lqtRqR3Ha7LWlmONbX1yNrgGBJpVKJz96qN9757ez4xyT9C5J+N0mSv/fmsz8n6S9I+mtJkvxJSS8k/fE33/2GZmkSn2qWKvEvf90N1tbW9J3vfGehBuqHP/xhcAZwWbwMvbexpOfn5zHgkIpsYc5n3W5XSZJET3Ha5rLHHG4gvBroQlKQjMBfhJ6uFAhoo9HQ/v6+arVaIDVajNTr9VAouLlYZmmxhXEWiWXdsaxyyKKurHuWdcUQXCfopXlPLifLUYweiURh+fP5c7syzkaysjydn++oi3fygvNsmJ3fZfky7gniA0ljrFjUGCtSag4O5jaWa7FQWaR4ArhmzhdKWmgrDeJZWVkJtwgF4dwVJWtE4O7Kx8JwOAfGPZhXf27u45FgZJm5hn8CpZNOBA3Cu7GOvP+cdyIZDodRbnV0dBRRxPF4HAmuxWIxsutRrIwl4AEQQDXDHzrPK03T/17S2xrr/LE7zk8l/emvu64fKysrevLkidI0DfJ0Op2qVqstkJoM6OvXr9VoNEIBcfT7/ShAhuuiUeDm5iyeQEJcr9dTsViMcC6Z9mTiE7KGHwHNEBZGaIDYw+FQL1++jElmknBlTk9P1Ww2g29yZPM2Ej6rkNyVc67JXSp3VVgsXh7CwnakxyJ0N4A/PBcKiHNdOWaVpitLnsuJYQ5/DkkLCpPDF6zf0xUeSIZ3AZmhwKikkOYJvKS6eM4bLZFAKh5F9E2F4dF8nng+xsPzujxqBgIlWECfr3a7rWazGZxXdl65dtYooTwYT8h/jyyCjDG8fm0UlKec+FwxdwS4SCUhBwzeFhRIvS79/FF21IXW6/XgtAh4EXkkX2w6nS5skvu2473IsL+9vdX3v//92BGYpEsSQwuFWX/rk5MTlUolbW1tSVJwVxSWLi0tqdlsBroh6rGxsRG90Hu9XgwwFuPBgwc6Pz+PPC00vzTLCSLp0JuySbP6xVevXqnX62kymejZs2dR2DqdTiPStL6+ro2NDQ0Gg4WMfN8kI8sDuWLCRfFIkQtfVgFkI1Se4OlEsOeIuXvpltwVod/Tv3PX0pGA/5a//bquyLKKjQMFlOXauL7ninEN55gwMLlcbmFrM5AvCoyxOjs709XVVSDxlZUVlcvlaEwIQnHF4km0XiVC8Ijn9jmWFIEolJcnZRLZZM54R08a9sAFLiBji7JxtOzywPxDbcCJee0sys6v32g0gnzP5XIR0BgOh3r8+HF4Gu4iMx8k94Lm4M88mksHjyzKvOt4L5TXzc2Njo6OdHFxEdtGnZychJJC+NnM8+LiQqVSKbLtsTKgJQjy4XCoUqmkbrerYrEYSYEQneVyWR988MFCXpcnbcITVCoVdTqd2NrKQ+HNZlPf/va3dXh4qMFgENfnmUejkVqtVrwfxKa7bShTX4BZBQBBnCW9PWOa87wmLOtSoqw80ugND7MksbssHrFyRZZVilznLkXlSiyLWLIKzElqUIwrST/Ho2Wc6zlr/LtcLuv6+lq9Xi+MyM3Njfb396NlMsosSWYJybg3lIx56onPgzQv+fJAhrvNPC/uZLPZjFQOmggw3ncl8fqYOz/pKS7u9nvQhd85UsOow9Fxf5Qa74rhhgskiOWydXh4GMiWPE1veMk2ckRWJQWV0Ol0AiBQTvR1x3uhvICPCCdRvrW1NXW73YDdbLckzUPPDCCtNnxrMRQUSmkymUT1Owu40+lEBKjT6UQCKXVr9+7d09XVlZ48eRKCQCLe4eFhhM/r9Xok1Xa73YiYXF5e6uDgINIoKB9CERMB5UDQPaLIGLkl5WCxuquGomFhudvFtVi0JF06ye0LQ5q7QS6o/p0/m7ugdxH0WdfYj+y1+cxdW+eCeDcUF+OG4vJzGB+6HKCI4E6bzWb8hi3FyFminQ6cK8nABJC4P5yRvyP/ZoxdIUizLHVy/7JF817ulJUHN3YuH7iJzimxHpAd5teTjVlH2cg264T3yuVmW64lSaKTk5PwJEDvdJDAiBOUwi3EeAIYkC3PW2MX7z805/UP40iSRK1WK3b95djf3w8fmUgf3UFROPwuSRJVKpXwxbFaRAZJfj09PVWtVotBxBcHtrKbCijJifder6fNzc1ILE2SROvr63r+/LmSZL7FU5IkgQ6JUu7s7ESfbyzN6upqPH92UTqy8DQCjzz54VEnfufuhjRP5GSB+ALnO+e1eFbPAXN3wPkXn0tpUVG52+jv5krOSWUfAz7jN468sNT8nwUN+vDroZzz+XxUP4DMCctDrJNcSSSXA9edRSnpK2OAUfVaXRQJimE6nYZswHG5wuJ6zuNlFRDvkg3mMFaOvkBuuJpra2tvNUT+x/lL8gf5nL5buNOet8b7dbvdiLBTeO40B94OXV3pyDqdTqM06V3He6G8SBtAIUE80iSwVquF1RqP55tsUGZAtI8oIMmjkJDHx8fBQUyn04UdVe7du6ejo6PYt44cLKwgSIxo5/Hxscrlsg4PD9VsNmOAG41G7IuXpqm2t7cjcU9SKN5utxuCRe2jW02OLA/GkY3qoVTc3XQ+hoPP4DCyUTtp3umTa/tv/Bldmbmyc37KkZ9Hrvyzuwh4Ry3+ThyMnTRHqVm3KPsb5MA5HPjH0WgUbaHhxChGhpAmiCHN0x28FAtvgXQc+DXkmOeqVquR8lMsFlWpVLS5ualSqaRGoxHbp7l76HOKAmbcvE7WOT7mG4TNv1EIRPWcQ3Vvw6PgnpTr8kYJXqlUUqvVirXIuTQohID3YAfG35OgaVHkcuhBkbuO90J5MRiSgpRnTzdIdyI/JHaisJIkie98GzEUFNnLwFGQCILLxprHx8cRAcIScs1OpxP5Lre3tyqXy5EtT/IdnVPpi5SmaWw2u7e3p+Pj4+ANUNKSAnYz6a6M3KL7InVr7CkDjAvfe2G2L3TnUfg8myDKvPgc8XyMHbwM3zui4lx3TdzKO9nsCICFdJfVxY3xjH/QaBY1Mj6e/sF29vyhnpaOHKenpwv9wHDrmScUtKSF7gqePY+rxriD+vEKSLMAacAzZcfdx4pxJPCAssJNRRG5MYIHw/sgwgfKdDfWM9lx/ZgH7uFuHUBAUnhBtLaBB0zTNJJQvYbT+WMSyF1BdrvdoFT+gWTY/8M4aD1C5IUCWrpbVioVnZycRIMzQuBU5fvCZaIZBLLpq9VqCCOWi+ggk4QVuL6+VrVaDRc0SWYdOTc2NiQpyoZWV1cD7sIjIRCVSkW5XC42KkCosPSVSiWSE6nt8gXt6CuLQnyROlnrbhaRI/4vacEN8ushyNLcXXGl4MqHz0EW2VB+1qX1w5//LpeH4128mHM9PJ/zfm4AOFBsvuifPn2q8/PzCLaww3W/3490F/IDHQk4ZyXNSGwUw8rKSqANSaHoabZHcz74HxAXC5xn9HF0dxGvgz+8P/OapQhQfAQrMPq4sNmADwYPuXIXNCuDPLM0324Pzvnw8FAPHjzQ0dGRGo2GCoWCzs/PYzMb5IeUp+Pj4yiPIsn8pyLaOJlMwgqhPIhSVKvVcK0KhVmjQdo+o5x4SWA+6RCEotvtdlgzMu8LhVnbm4ODA7Xb7YhCAfNxL3d3d/Xpp5/GgGIR7t+/v+Aera+v6/z8XNJMuMmFKZfLYTH7/b56vV4I+MrKikajUVhn+qZnXUHpq8R4Vlk5F+Xnu/Lxa2URmysAhJb/w4+5y8rz4WLgDnh+kT8D5DPP6ff0d+YdHOlxrbsimK4A/fNs1BOXFmQA6kZpeYAFPpRqAo/O+jxwXxSBR0YZdzjTUqmk9fX1SIoeDodqNptaX19fUEYefOD9PUXCI7MepHBE5uOH0kKJemqMGzrm0SshnKcE4bq7z/l0bgHZTiazWk/yMZl338XIo9qDwSAU3HQ6jWTurzveC+WFxr+8vAxSu91uazQa6eXLl1pdXQ2Ck2Q4Shem03kCXKlUUpIkodhQfLlcTi9fvtTjx48DbbVarcjxIvoxnU5jY9jxeKy1tTW9fPkyti93wpH2KqRCvHr1KghaOJONjY0oCGdXGpAkrW8lRaKepAUECHpyi+dcFZPPwnThy0b47nLpvHOBKxZJC1yNdHfuF/d+m3voz+35WX4NVzZvy0ny58miOo+M8ky4tNzXlTH39J1zvKURv2U+kAUWLaieZ+Iz+CqUCM9NwAZDS+QNV4xEZt7NUS4uOgrMXURXIHgOjJmPEXICP+aRPTd8/hvmHVly1x7594APc0r7JwraqQvOdk/BMBQKhUhjotSo3W4rl8sFTfOu471QXpKiTKPVasWi9dwTIpGFQkGVSiU2xHj58qXa7baGw6EqlUqEueEtgKj8Jk1TVatVHR4eRjSEvRVPTk60srKizc3NOAdC9t69ezo9PVW/39f29nZ0f4SHwaLUarXIMaNvFGFoWuO+evVKBwcHKpVK0YKH4lUWLALiPEgWhTl/xQJw98HTKtyddgTn17nLJeXAxcgiJRSEo44sSsxez5ViVrlmD0dgXpfnrqujRv8epeQcGePKHoTwqWzGgeFxIwZfxhjyN4Q9yspd0ySZdS/xnEBaw2CIcRfJT8xmxzsRT7DB3US8AO7PPECOu4LzZ+b/3l+MZ8xGk5l3H3PWJQfvLM1Tl8gHK5VKURbkLjv5dOvr69GpdTAY6OjoKIrUfyrcxjRNA7oTCSFJjsHP5XIRfWTALy8vI+1BmlnJg4ODSHvwzhFAVXJHQEwXFxfa3t7W2dnZAryG90BAvZtqmqbBYXW73YhI0oscBUvxNsJ1enq6sOBZOOVyOZ6VKKkvfsZIWuSKsvwP7+l8hV8PBeNj4jyWu5EsEueUOLIuHs+SdUezriaKg0irW3IWpLtn/rzczxGcIzEfA871BcCi4b0Hg0Ggr1qtFv3ZCbJI81xAZID7M6dQGX5AyPt7VSqViDQig64UmCNX8igxT1BlTB3tIgPuijni9Dwvlw/GJ8uXOefFtZxKcdnkHUjgzebC5XK52BINCoXt0cjQpxgdMp/+aozju473QnnBQQCRsR40jAMtSArOgAGldfPS0tLC5rEMLhNHb3vq3Oh1tbq6Gn2diDqdn59rbW1Nu7u7mkxmG7i+fv06hInM+slkon6/r2KxGOU/aZoG+YgCJmjgrsfq6mqQ+0BoFixlFNVq9SuoyJGG5zTdpSRQJKQ6wPk4SeuuJ7/DKiOcfOfPkXUzpEV06K6jL2RHi9I8M925N67vvBIulOcTuXLMZrM74uBc7od8MA+DwSDKVjB60BdE0XgOeD7aivOcXJfnB2VQr4e7R1CADHt3N11p+f9RJB7hZWwcpbt7jmLzrdeYZxSm9NUI53g8XmhFxfhhcDz3DGSIjLD2kGlaoheLxQh8kGfHc/Ju5HMOBoNQgFnDkD3eC+XFAuv1euEqUS84HA51dnYWLhe+P+4WA0YpQj6f1/n5uVZXV1WtViM7mkRT3El6JnW7XZVKJdXr9RAOrk9NY5qm2t3dDSVL9Ag0eHR0FP2hkiSJ5FPcTISRTGq6vZLKgUuEG+RZ20BsrKAjKwSXMfBzHCnhYrjSc6F0RcAB2YyASouZ8l4CI80VF4rOlVWWb+LZqAnkOtlggSuebE4Xi9t5Op4jy/lJ81IYNlVJ0zRa5JD+Al3hex1gkHCpqHfkvVFw7qItLS2pVqsFLVCv1yPSiBLLJpvyGUrP14bzi54Hhlt8VyTQ0ZOjYTcWzv9hQKfTeR97b6nENZw/45mcj2R8Id7X1tbUbrcjSZWoK9chVeLq6krn5+eBdNfW1n46CrMZCPrJM0konXa7rU6nEwmrk8kkupN6AuXm5qb6/X6U6tBqg3otLBCu3c3NTfQZot/9+vq6jo+PQ0myt9yrV680mUxiSyYGnLB3tVpVkiSRp0aJQ7/fDx7s4uJiIYt4PJ71/242m7HHI1u08XzuMjGxjnqyETtcQe7hfJgjJH6LJeZzzxPzRYJRQcFwfVwC57sQdI/AuVvnCyuLwlxx8Uw8jy/it53j/3c0gZJEXnx3qHw+H8GXXC6nZrOpi4sLVavVSJdA2YG6UFiTySR2RM/n591HSUnwEhdaLoFOnJP093P06e/oG6xk59uRrq8rd/McgWZ/h+J2jpDP3bXkmbO5ZcwLu2WRekO6Dt1YMRKSgtRP0zSaGDJ2dHt51/FeKK/pdBpdFxlMuCCa9LNDT6lU0uXlZVgoen3RoxwuhQZnuJ64f9RcSfOiUEmxE9BkMlG73Y7KePLOPFMZzoSWt6BDECDKAv8ey4ql6fV6arVa4TJIs1yhy8tLVatVVSqVgN2+VTrC7BaaOjZPSnRllFUGKHC30FmUwsGCdOvqRC7IOJsP5L/PHnfxOtzbnz/rNrqSyypkPvfzuZanEfi7ch4RasafLO9cLqezs7Po2cacwCN5Zj1oK0lmNbaU/HjnXee1ME48ixPiPNddAYws78h7k9nvQRWXVWm+I302Gsl3XB80i5J0vusuGSkUCoHcGAvvX5YkSYCFnZ0dpWm6YBiOj48jkAHqg3+8vLz8yhgs3Pud3/5DPHA3WARYRkpsIMXJ/4I89JYchJ5XV1cXoHCSzLoD+OBMp9PguOg/Ls1bmjD4+OfefZSatDSdbfAxHo917969UFYu8HyG+5rP59Vut9Xr9SKbn7A8HJjvpI1g8n7SInnPZy5UzmchtAghhy9qlGIWHSGQXAvr7IvMSWNpTvzzGYrIAxD+LL7QXNEi+Fn+ygMOjjizJH7WZcI98iAGrjYuZbE42x+BgnWK+qmBhLbgXJcJj24StWy1WiFva2trC1ubOWnuBs95Sz88Co3CdiPAWPEs2TnAsLpxYMxBpRhJvB/e1ZE4CpugGteGC6Zcz6kId3Upy6JdO9waBoE65a/bOUh6T5QX1ghLRW4W1g0Uw7bkTEyv1wsBYksmj1ghGHAVpFTQ5XF5eTm4Lgq2ndzO5/Pa3NwMBUZZB4m0xWJRDx48CPf06uoq8lPIdyExD5TI/nV7e3uBmCqVSuT7IPw8J7sYU0DMeOEOcMAzZHkPaVHZZSN67lJ4dA+3DxdAWuw5z+99IUiLNYvuFjrBzHlc4y6Xz91Zng+kmSWt/W+PvPn13PXE3XX+y3lHXHxk8Pr6WicnJ7q+vl4oNwPRI0/5fD46itJkEIIeFwhDCNph8fs7OPnOkY0Mu1J26oB7MC+eGoFMg9JA1Ch2Kldw/QiOeJE0FAKInzHydtFwhT7P1AGjzKiiGY1GochoPf3y5ctQnu863gvlRUSCTgvA8H6/v6DlO52OqtVqpFMw0UwQEyFpQTAhyokMovGZMIID19fXgXpAFCcnJ5IUvjqNCiHzEQI2KEWhSlqwypRmEAzAuiMkNzc3EZ3h3cjAJ8KKJaRgPGsRffHeFYWU5soDa+llQdK80ydj4LwJCyKrDLi/8yj8lsMVmCtYDn9GhJx7u1voCIV7uTvoUTp+g2w4V8dY0SKH+ec5eSc4Kz4HVRNUIl8LA4y76P2weDZHOI6yHIniVWTXx10KnfOzhL2jVMaBf3M+n+fz+eCmaODpa5Ln96x85he05a4wa69arerk5CTaD7FjEOlQu7u7UYK1trYWqUm9Xi/K8v7QhH2SJPck/RXN9mVMJf3lNE3/UpIk/7akf1XSyZtT/1yapr/x5jf/lqQ/KWki6V9P0/Q3v+YegY6wfuRPSYqGg/jBuVwuohRwEwgwIdfxeLbT0PX1dfTswg3b2tpSqVQKpeHbnPmux/BO9+/fj9/yd7/fD0XE5+SlkMTHpAyHQ52fn6tarYabSMQKkh6eBKUwGAxUKpUiO5lIGfCacDTfIZgeWcRKYtkdVbm19uhmFlmxkFlUzkVluSZpsRUy33Fd/u+K6y7i3Q+ewReORxgdYWXRnLTIHzF2Xj0Aimb/Teb+9PRUZ2dnC0m9SZJEQrIrJTryIkfQAfSlp8sJEbYs4uX57uIes2g6O25cx91FV5bj8TjmH5nw8XZjUy6XY8s+NsJwxeqIlk6tyIWXU5FU7ntWOuIvFov67LPPIoBBI0LWunfkeNfx4yCvsaQ/m6bpd5MkqUj6u0mS/M033/37aZr+u35ykiQfS/rnJP2MpB1J/02SJM/SNH0rBvTcrOl0Gh0l6d1FsefV1ZVarZa63W4gHdytNE1Vr9eD+KfvPJt64J+zZ6JHFFutlr788ssImcO38TtyVNbX15WmaUQ0IeDr9br6/X7ci+gTbT98wXhoGIHABeY94GFI5KNoHUSKC+kC68jLrfCbOfkKSnILmrXY8BBcyxGXux53LaysIkPBYZXhzLJuEf92RMf4uGvq7l1WEXJ/f14PTnA9vxfWnSgibim8K8+bJEkYCc/ho0TNESmKgK2+iMxlFa+/H2PgrrgjXH9fxs5RJAGDLArGODlSI8fM5Q3UBWIGmbtRYBw8MOUIuVAoRO9/xgojjftJFgHyRXrUxcVFfMfazvJ+2ePH2YDjQG92u07TdJAkyfc12wH7bcevSfqraZreSvoiSZJPJf2SpP/hbT9IkhmhPhqNtL6+HlCUaBC+MYserc525BRMMzjHx8eRv8UE0Um1WCzq9evXIXigJcqSisWi9vf345qeRErrmuXlZZ2cnGh5eVmNRiPSNqT5TsNkG8OL4AJ6sW+pVApLTH8x3pNi7dPT04DytKHGgjoniNLmcPfCEVM2dJ518ZwQd+XFc0lzi47go8Q8tO8IgO9ZWCheznsjW/EbV2zOm2UjZx6d9N9yvaxS9cU/Ho8Xxvz29lb9fl/9fj+uBT+1tLS0QPbzDBhcUieINMKLYkx4Xz7LIls/19bdVwwL45B12aFBsqkOuMrOkWXRslMEyCHoEkXFOHr7aArOkW/uC+dFmyiU0mQy0fr6elBByDfcGF4Q/C4g5l3H3xfnlSTJQ0k/L+nvaLYl2p9JkuRflPTbmqGzjmaK7bfsZ690h7JLbMfsRqMRaAmtT88fqtSlOR/A5DhH5kJPzy+UxHA4jM1pyRCmeSCbwCbJbFs0MuFBPdRcQk6S6Op7MW5sbATHRnYw96ZfPUgMReDXAk3ghoI24bacOPckRyaelrqOYHFls6Snu41ZAt6jQizU6XS6ECRxt9HdHS9elvQVlMHCeDP3C0rPER33cRTi/BYHwu3K0v9mgfO3B2JyuVy46N5pAWVII0I6TYAmQBHMB/WK9Xo9lBcNATCOnjric2DrIJ7Re2uBrNxldoOUvS7jgLJ0NOSK31NqvPGgGyKekeg+skGFiqM6ro/yS5IkqhYg9in/+f73v6+9vb2F/RzpuEqBvHfwwDt52/FjK68kScqa7Zr9b6Rp2k+S5D+Q9O9oxoP9O5L+PUn/yo97vdR2zL5//34qzZv0UZ4Ab0QmPZG6YrEYqRP8jlQCLCPJoSAxXK00TaO7w3Q61c7OTpC27GYC2oJfQ5EAq2kkd3p6GsqFyCDKqdFohNDBBzCJLApXOtIctXEdTxh1IeGcSqUSSnY6nS5sqIoCcIQlfXUbMg+Ru4sGIpEWyX1JoWQdHRHVRSHdFbb3P5IWFqQ0jxSjsO5CZSjlu1BeljPiGu5iSYvROkmRNZ+mqcrlchRsU2+6tLQUvdncdWLucTHL5fJCbSDzxmeuWO7KO+PgHt5pNEvkO+8IdcLnjP1d1AH39a3dUEzunqK0GU+MLHluzoP6fOB+khcnKaLwKHNyL1H4RH9Bc6wFFPnbjh9LeSVJUtRMcf2naZr+F28E6si+/w8l/Y03/30t6Z79fO/NZ289yHJH02KlO52OPvzww5hgOqzCQ4C6JMViQtvTw0ua1UNiGdbW1kIxZREZ/NXV1ZU6nY729vbCFQOCJ0kSXQdarVb0wWfSETTKIShbQgFUq9WFreQRVIILkMFYIc/ILxRmxa08HyVO1Wo1WgcRTACFAfsJUbsrgCLwJEVXYFmrzxg64Z3N+XKX0N1Pj7S5svQx4PBFetfidiTlv2cBueJzBebKy6OKoJ5cLheNIlFOkMcsemTFO+7yexSctyFn4Ts3iTwxzlm3jjnxjrXMj/NcvGPW0PHefOfzKc373mHocdk8Ggnq9mi1B4OYZ7hCTxNxowYCY9OaXG6Ws3l9fR3t3SH/6cJxc3MTXWDedfw40cZE0n8k6ftpmv5F+3z7DR8mSf+MpN978++/Luk/S5LkL2pG2D+V9D++6x4MChvIMnFE2hy25/P5cPdIGiQ6ghBJM5cSJejkcrFYDFQEud7tdhf6g9EoELSHdcXtA07jXuTzedXr9RB8tjJnsdIiOiv4RB47nU64qyhX3M/z8/PYcUhSuMGDwUCPHj2KDPxWqxVpD6RzIGCEniUtQHwWHuPv6Qxv5jjGDCFm4Tvn5QvDiWaP9Dl571wbB9d118UJcJSA5/9g+Z3P4vr83vm4jFyHQiENYDqdRq8t54e8NbQn/UqKekVXWF5Vwbv72N8VDHHjwDP7OVkk5Yjd3UvnNXlGyHwPeLhb7sEe59Q8eu2o2l187u/dWT0do91ux3qmAB4FBlIjR5N263DNdC1+2/HjIK9/TNK/IOl3kyT5e28++3OS/vkkSb6jmdv4XNK/9kZgvpckyV+T9PuaRSr/dPqOSKOkIJxJjiPsTOSBDGXcKkkRhqXekTQLBh5uaDQaqdlshq8OF5YkiY6OjhYS+ojqeT0am2ZQywbfBSIjqgmPlqZpNCYk92VpabYZLhFF+K9erxcTScQFZdftdgNp1Wo1SYr6SdqPOMnJ1m0I6O7ublQfOIryBUIeD0o2yz/xu9FotADhs26kLw4nyTlQDFlExX1dafomFk5QE7FydOWcmCsst/x85qS+BykI2hDh4hmYZ4ItTpg7MqKNEnPtaJTDka0rZGluuKV5UrUrehQ0KQ7ucmfn1o0RriluoRsFzvdic37L/bKuP7QJBjyLeJnnXG7WgIBxwpATWANM1Gq1SJHgOZ3iwAt51/HjRBv/e0l3xSx/4x2/+fOS/vzXXZuDBcwiIMeJyAVcGGisUJi1g6bvD4uLQfaoFOFulIJbmFwuF9EQDlwtcryKxVkvevivzc1Nff7556pUKgF/JQWpjZB4c0KilVhmcmh4dyfVfbt3hPbi4kLtdlunp6dRF7a8vKwXL17o/Pxc9+/f12g00v379/X8+XPl83n1er14F7gwb1/iIW4WNwYBpYTr6T3tnStDwEElWV6Lc11xuUvJgvTUCdADBsXdVhYmi5zrZVEVi8t5MQ7nD/n/dDqN0DzPw9gQZXV3mntQNcH52SAB18IY2PrIrpe4hiMiNxDuDjKmnomPIQB58TmcmLvYKAvm3F1fxhylxTjhSjpS534oZ+cw8VpQeNfX11pfXw+q4tWrV9HNmB27WBsEPP6BEfY/6YN8GJQTjQDTN1EvckBAaezaIylQBL63LwJgPcLAOSxSyhYqlUqkYIzH4yD1KdButVrR2eLhw4exScfNzY3a7XZYC7aPRwjJmicIQP0c9yDaA5nvynptbS0UMzwPrvXZ2ZmkWaQWhNDv99VsNiNqSjYz78z9/XCr74Qt4+rN4hDwrEvoBLFf0w/G3xcnv+X+LCjQsScLYwByuXm2N4tNWmw5neW/UBzc25/B85UcffI8KA/cbha/IwbuL82L/RkDL8Px8zxaxzu6QXFlB//J2GaNBsoVLpNWNhhzFBKIknNB3t5HL0vyowhJFck+A+/myawe+fbzuJckPXjwQEtL8403oIBwJ6GD3nW8F8oLn3k4HEYt32g0Ct4J3ovoGslwFFjDR8EHSQqriULEUrKzdi432wi2Vqvp5OQk3BdcR3i2JEkWGqXRlYKeXLifRDp98WOdeC6UGVYM6zQejyNZj2emHxTlFd/73vcCacIjVCoVHR0d6erqKtq4cN3JZNY2CJcMBYowSovbrLEIUWJYWBY0vJdHnVxZ+B9HthyOvpwLckPDmEmL+WnMP8rXs7qzSMJdRa7l5TiO/FyBosyyCIv/e3TQlaIvWFf+jghRgjxndtwcuaFwOAdl40oP9OnvisJwHpLfcx+eLUsNMAcoTefP/J5eOuQyw//dvc3l5h1iAQeDwUDb29vRPOHq6mqh2QDKGI8mm+aTPd4L5ZXP59VsNqNMg6S/wWCw0JHBk04nk0kkiUJgMzn5/DwHCqWCAJ+cnGh3d1eDwSDqrXgGCqQPDw8XwuCSYldf+BE6Q9wlAJIixWM8HuvRo0d69eqVyuVyRAi5LtwV/fvZqOPTTz+NjXC73W50KZhMZn37EZZWq6V2ux3F7MvLyzo7OwvlQW6Oc0ks+Kwl5d++yD1K5ujEOS5fiFxDmisF/nYFx+fuanuwIKs8QI6kxCAXjLujJemruWRZeeP+yAj3Rk6cI/N38uv79yhtd834nbt4XhnB/Vikjp78t1yf+6MMs0GS7FzyO392T4mQ5ikJuIRZUh/3HmXHO0pz3g2jm20BjbIjckmgbG1tLboe53Kzkr5utxtbEzLPPzX9vFAEWFYiHRB+nU5Hh4eHkhQhVRAVi5NBkhQJrggSNY4oKFww+K3j4+PYpWh7e1uTyWz7poODg0iiu7i4CD+c1h5pOu/ntb29Hc83Ho9j77lPP/00lCyBCPqS5XI5bWxsaDgcRhlSu92ODSKoKMAdlWaWaW9vT51ORycnJ2HJ0nTWgtoRhKdDkNdDHthd3JQrlyyiygqvLy7p7tq87PX8c+eynJznWrwH1plFmo3a8Zm0uOuRI7+sgvXnBy04r+TvlFUG/r1fy1NQPAiRHSdHt+4muusLeskipuy9PRjiyM7fw+fYN9GlnxzgAE8il8sFdzyZTCJHiw2VUW5ZxOeJvaPRbEu/Xq8XaL1er+v6+lrdblftdluTySTWPXQIigwv6F3He6G8crlcRCMQwk6no2KxGD2t0zQNZILL1O/3dX5+HiT/ZDLR7u7uV8he8kZQdKCIZrOpbrer4XCodrutFy9eBLG+sbER17u4uNDh4WFskIniXF1dVafTiZpGAg1nZ2fRYM27aeIOnp+fB5QmxYKkV/Z+rNfrwbWRTrG6uhotpiH1B4OBqtVq5MSA+BDobJqJk7GSFhRRdtFw+He4jx46Z3E4Ce7Xdkvv3zvC43yPLvI9fIsjRjgvXzwewneFhlJ219UVCijpLjSEfHLcdX3ez6/DuMAJwa3xmZP4/mwY7rvGn2u5S46sZ+eWOcwiU3frMf6gMdKNiE6iiKFIiK76/PPHDQDXcupneXlZn332mXZ3d6NiBblkI+mrqysdHx9HHuVdRsKP90J5TSazTWc9h0iawfmzs7Pol+UTQi9sFEmz2Yws56urq2jrLClI742NDXU6nQhpIzTkX9XrdVUqldiTESsDD0axNoqi1+tpPB5HJTx5YhDcKC0QGlan1WqpXq9HbV2lUtH+/r7q9Xr030eo2A2JgvFCoRCKjFpLdiHyMh6If+efyH5m4whHWm71QW1ZLorPs0jED/+/K0mu5S6lcyq+oD3fC77LeRgvoWEunRh2jopFnVU0KGlcOd7R+Rxf/Fke7K7PcM39ftJXO5Xe5V67m+uKjd/AB/mYZbkn3jl7XRS+8198D4qCcnA3H6XLNSlcd2TLemU98py5XC5cQQJY29vbKhQKIetExDGslFSB+n4qetgjgDT4m06nqtfrMaCU0XhN4HA4jIGhYykRqmKxqHq9ro2NjVAwhUIhWs+wo7Y0c/Gm06mOjo5UKpUWBtYXA0EFdplhwiRFRBHrQ/gZPo2F5+jn7OxMuVwuECPC/+DBA/V6vdhhZnl5OZTi9fW1Tk9PY6zq9XrA68FgEOQ/90ToWOzD4TCqBkAduDdZRMI7s0BJN8kWEbsiy/JYHjHjvbMuJ66fX8/dWGmey+ScEQvNnymrOLmeu1uOIl0JedQMpYZcZq/J4ffLpkOgiLL3yH5PVM4DKTynGx4fI8+Dc2Xj4+TXcp6T9/CAC2sQd5Fz/PpcAy8J6sWrJaRZ92DcULwdAADNQNlpq1wu6+zsTCsrKxE0w/2kmeO7jvdCeU2n0+jVRe0ig3p9fR0lO2SqSwrksb29rbW1NZ2dnWltbS26PnpC6+3trVZXV0Mh0uHB3YbV1VU1Go1ob7OysqKzs7PYDDaXy0VCIl0nQEc0OgRheQgbhcq5CCmbOrjFvby8VD4/K3s6PT0Nl5HMZLLyi8XZ1mgHBwfqdDqRAoISwm0k4EEN2YcffhgCjAKWvkry+uLO8iyejS9pYcEyl+5moRw9SueLIou63MVDOXkkL+uuOWmcfQ53oXgnkAML3bP04Z7cJZK0oCiy7lz27yyX6BQG5/E+uIhZFxBF7AoYZeOK3Y1LVnn7ee6S3sVnOoKkqwPGF/fPx5jvaf3krj7ofzwex8701AKTb0hHmOvra1UqFUmzPl7stJWm6dcqLuk9UV7STME8ePBAR0dHMViXl5daX1+PvB52qabQk41DgaxEKvL52T6NJKaur69HXhQuGa5es9nUeDzbEJbQLeQ2hCMKj62ZPNmTff2azaZubm4CKhPFYedgYPDBwYHK5XJs/zQajdTtdiPiitLZ2NiIHJjxeLyAsnq9nqR53hKcBHyB7yieJImq1ar29vYCSVB/luW4sq4L32V5KTiPrHvlyCK7sH3xO1IA0blL6kmhICHcRa6XRTpZpMDh6AXlxPNzLdAG5/qCduSRDWD4kXWxs2H+rDvqn3OuK32exxWwc3ge5QRVZTm9LNfoJV18xz1IhSgWixFIouUNLiP3BVm5i0/rcjgulOTx8bG2t7dDGZHmxFzmcjkdHh4Ggt7d3VWv14vNZ951vDfKq1ar6fXr17q5uVGr1QotTrIqk3hxcRH1Tyg53EkvYma/PWk2kdvb2xG+ZWKJCq6srGhzczPKFeC9UBbb29uxBx0Ii23McEE5lxIeFim8QafTCSXEYmEbtySZ9TPzThgsWirt4S0Gg4FOT0+VJEkEFUjJoFX18fGxkiRRs9nUvXv3tLOzE50uvFhbWrT22eicJ3d6GoBbW0cDWeWU5dO4rv8/W6jtCgClRs0mzws68mROV1j8m4Wd5a68Zg8+iXOzCDSLZvg7G9Xz/zOmTpb72DDeKBsfe/+3j7u76+7C8RtHdT4O2fnxefAAh/NgrgQdlfJ7IpR0E3YjSptyJ/6dcuD3JFH3+31VKpXgcVm3aZoGKnvb8V4oLyBtoVCIXXlY6GSd5/P5hQ0urq+vI+vdeSS2S/MIi8Ng6qsmk3n7ZdAIkRXfMQiifjKZRBdUEmohIcmrosDUt1qrVquh8KrVqs7PzyPZ9Pz8XO12W5eXl9rb2wsuoV6v69NPP1W73Y73JsmV7Omrq6twkcfjWXsdhCSfn9WOPX36VNvb2zo/P1ej0QjeIbvQpLvbNbu7k0U0CCL3RwFxOKrL8i8sFHfPHGWwsD3dwBUMsuIoKesGu2y56+bfcz1X5u7eZWXUF7i/o7uorhQwQNzLr+Xj4c/kqNfPR1H7O/M7Hy8fm+z8Zq/v883BZ6wpabEFkruY5Ci6kfNOqOVyWZubm3HvfH621RkJ5pVKJQIyaZpG9xdpvhXgu473QnmxQHHV0NpwNuRk1Wq1yIcC3rJpJR0w8/n5rrz0ZsJiUXLDBJKT8ju/8zux4S19wngmsoIRGgQDYcLSkA1PEuv29nYoDAIH+Xxee3t7uri4CFcvl8vp/v37UfIkzQRsa2srEKWksGzAecp+JAWEZxPc73znO/rggw90cnKiyWQSCbcsVH7niCtL9GZdGMbQOSjnYt52ZPkz3G6+Q/Hxh4AN44AV577u6hHk4BwO57iyitONmrToVt7lJvpvs26hE+Gu0BxZcaD8skguG5TwZ4cPc17Q00KyGft4I3cFBrgPc4fh8Gx+5DurON1NRSHTxqrf74dBhQIZj8daX1+PlAgAyenp6UK6Rb/fj88dreJ+emfgu473QnlJCjcHbojFPRqNYgMOSQvNBpeXlyNXhP5dRCxRKnAzhGUh8tk1aDgcRl8udv9ZX19XkiSR1AkBjsuJ1fDFQySRiN/Z2VlU4LOdG21TyBGrVCpaX1/XZ599piRJ1Gq1dHZ2psFgELWVFxcX6na7mk6n0TXC0ysQYNzfjz/+WPfu3dMnn3yiYrGoWq2m0WgU23ZdXFwsuGDZRclcOBLwbG4+43wWJUL/LnQizYUfS06+D+cRfcvWDXoRMp/x/Nnn4/tstMyPLD/mbm7WJeTv7L/9eTyaihEFTbqCcmXi93T0hktIHlZWibqrzPXcsDpP5s87nU6j5A2l6wS+F1hzD9A8BoL3dUPmtA7c2YsXL6JemDQfjBUIjfe6vr6O9UtrqJ8a5TWdToNoZgDpxNjv9yPiQa8ragxJd4AAvL291b1794KPGo/HajQa4U6CikgKJTeqWq3GdUejURDiPsmgl5WVlXBVUWTszo3PT4kOHFStVgsOjxIJhO729labm5tBUCLEcFuTyST4Adyim5ubUMZEGe/fv6/Hjx/r9vY2cskoLUKB4n5nI4SudNzqZlGVo8Dsb9622Fmkng7i7V3Ixs66rJ6kiivEeGX7ppN/5DlJfv9sNM/dVZ4XQtoTR10RvY1kR37hdKR5S52sy+2uWtZd5PquDF1h+xi7F5DNcfNrueKU5ukQ7PGJu8xYZsfNDQpjLc3dfThn3oN7QbR//vnn+pmf+Rl1Op0wUPl8Prhpxpwg2nQ6XcjQ9+vfdbwXyiufz6vVaoVg4TfDO3U6HT148CCg9Orqqm5ubvT69evoH35xcaF6va4kSYJAh2DHFaXDKAuePCySPJMkicZ/fA9pSNLpyclJDD7+/sHBQVi1paUlbW5uxsYhW1tb0YjQe3tT0tPtdqOwOk3T2NPRXUuPAMFtSQqr9vHHHwdKa7fb0csM9wyXGrJU+mrZCwIq6SuLLBtxRLiziIgFgaLBzUEQ3fozlx4By6IMEEDWTWPx8neWtGeRkBvo/E+W0+PIJnI6KnElnkVBjqSQh7sUDu/jyjD7PWvBz0XhePtrlCxygDdyF3/l13OXz9+JcaCLb7ZfW5rOUo8IHBFEck8DheN82GAwiPQfPAPWEh4A6Uvlcln7+/ux5qbT6U8PYd/r9XRzcxMtXpyzApH1er0o/szlZr212KNxdXVVz58/1+///u/r29/+dvBiKBGKPWlfw44/7GjtG4a6Zep0OrGzEJAWIcJtJSiQz+d1enoauVXVajWemX0X4QcuLy91fn6uX/zFX9SXX36p73//+5F/5puAwAONx+MoHaIH0t7enrb+/+29e4isa3be97x16eru6uq69f22e196ts7RyCPJMyMNCcQMGGTJxAnISLZxnCAQThywUJxYQ8BRgv2HIcR2sJEjUGLZmExsxcFCJBhHkomEHI0sz2hmNOecfc6+97XuVX2r7q6qL39U/1at+qZ3z5k5inbvQ7+w2d3VVV99l/dd77Oe9ay1lpYkDRffzMyM8RkerVLTi+tjAfoidSTRxnkdfn4VkR1HXT70zjF4ze/oPvTudVwsVh8J86S7X/ge7UijBc/5xNEL5xB3j+OcD4vWoz+/2L0x9Qbfv8cjF/9d/m/x+3iVW+qNO8O7gzSsiEeKvcH2m0Kc++J7eN0/lzjp741ZCMHmIUUNcTF7vZ6R7d1uV4uLixZ4I5KPnAi+ttfraWNjQ7u7u5YZE5ebxMeNMF74wLh409PTlt6CPoRWYfBZksyaE0nM5XK2mCmfA9ogZ7Fer9suibGkhlcIw6oTxWJRIQTTlflIYyKRsJvLAy+Xy5bKRDlmFMYghUajoRcvXhh/R/7Wb/zGb5gIF1QGIoRMJT1qcnLS/vbw4UN94hOfMBcTzq3f7yufz1sDCQw0BtkT3F7AGQ/fexfFI7F4hCpu2LyB8Ds75yZpzAWURmgDtPQqfi1OaEsjmYx3u3iPD8/HSfl4Anc87YU5R2DHo0/OI26g4gbMjzjx7uUO3mj5644fC16Ne8RaADHFo5hxo+P5Mc8F+u8IIdg99XOAwXdRBz+bzer8/Nwi9AhXLy4uVK/Xtb+/r9nZWet5GkLQ7u6utra2TGGPu49HxEbzkdODQgiTkv4fSZnL9/9SFEX/TQjhrqQvSipL+l1Jfz6KovMQQkbDDtt/VFJd0o9FUfTsuu/AylOJYXFx0fL2EMQBIweDgaXQRNGoTpAki8KRyD09Pa2DgwMlEkO9VLPZVLlcljQsqSzJDAkPGT6GjHZgL5NsZWXFaksRTby4uFCz2VSj0dDdu3ct8sgDTSaT1twWdIH7Sv4kBpzaXzw4X8Uin8+rUChobW1Nq6urFtUsFAra39+3ZNYnT55ocnLSVM006SCA4YlQH33z/Iw0MhhxcWScv4kvXmkcBfHPV7jgPXHDdtVi9rxOnJjHQHlE5lGGj6yC+LyhxohxDK8Hw5h5Qas3+K8ysj5Fy98bRtwd9YEC/u6Nhw8ueCNOcMM/MwbH98fi/nnjFd+cmCOcB8fg736e8D4yQiSZ7MFLWeDIZmdnlcvlzHuCYkE1AFqjuxAt0l41PgzyOpP0+SiKjsKwi9BvhhD+L0k/rWHH7C+GEP6+pJ+Q9HOX/zejKHoQQvhxSX9T0o9d9wV+AYUwrBCBoWJ3npqaspSdvb09I89DCEZMM5mq1artHhQ3HAwGlvRJhQgiidKoeCGKe7RcBA4oGUIGAP3mePjJZNLcxGq1aujGV0ZNJBKm2veoDTcZhT/yDkmGMldXVzU/P6+HDx8qnU5bjftWqyVJVrwtk8moVCpZojj5nwQc4Jvi/FF8V+aesJglfdNCiPM6fnF414OJDvKLc1txw+kXJOcQDzJ4yYCXGbBY+J3PcwyO7RcYlAIyDX9/PKLzf+N++MXvDTaf84bSn6NHYXgGvM7nvGre3y+ifNxz7/5z/Pim4o2nR8r+vsNtxZ8PG0ScayRyKA21jbu7u+p2u4a+vESn3+9buhG8NdQGyn7uN/M6/szj48PUsI8kodNPX/6LJH1e0p+9fP0XJf2shsbrT13+LEm/JOnvhhBCdBWWvhxYYAjB09NTVSoVLSwsWGKyJHPFyJXq9Xp6+fKl1tbWzM1DnkAuJCVzeMA0+qDZRy6X0/z8vF6+fGlldkqlkmZmZqyCA8JXabjQms2m9vb2TPDZ6/W0urqqvb09k1zQkahcLiuTydjORD1vkslJ0O50OioUCqpWq2aw0dLkcjndv3/felpyn+D1cC+JxMGtcQx4DBqbwAX5xY5x8YtOGgkkfdSQSRtfiH7heYMljchjui55PZdPGI4PH0jweYn+vd7IedTFeXm9VJwz8waK82Uxs/A8svMBnzgK9AiK+8qc8UY/bmxBpf4YfM4T7txbzoO/+0ijf3Zc01XR0ngk0g+PkD0KhsJgE+B9zK3z83MzUKTfVatVSw8iqjg1NaWXL1/a52huE0LQ+vq6BeL+QKpKhBCSGrqGDyT9PUmPJbWiKEJW7btir0p6eXmTeiGEtoauZS12TOuYTQIytbaYWLu7uyqXy2bNuQEYkEwmY8r0VqtlujA6wrDIEbvSSZvdH4O2u7s7totTlRX0xQTybmU+nzeCnDQh0JMkCwSQ3kS0Zm9vzypgsChQ3NdqNftuQshLS0taXFy0e0LkFDQpjZJpyWkk2uiPxY5aLpfNWHiXzuuDpG82JN5gxN2m+HH8M4yjEtAYk94HQPjZIye/yFiIHmXwepwL4zzjPJsnuDnHODry331xcWFSDc+JeYPN625uf1N9K29YvRt6VZSVv3mCPM4h+u+NH4vn5zktjxD9d8QHyIfr43cQJ9flUTlGlLlMOaqtrS3LEjk4ONDm5qYFnSgwAKJjU8MTgkK5bnwo4xUNW5d9bwihIOn/kPRdH+Zz3+KY1jF7a2sr6na7KpVKFu1DI4XSXhqVrEWPRaSPvnmMk5MTqzrBLoFLBcGN8jeEYJIEvpcqqcnkMG3IT/h0Oq2HDx+aQZyamtLOzo5FF2u1mmUDVCoVM7QYY8SnNKsFLZ6cnBhPRxrUw4cPrQ2aT5U6PT213QwBIWQp50oYmowBJoJ3Cz2K8miDRe1RlTSeIuM5IxZFXJjpXS3Po7C44ZN8HSx/fI9KQGqgHoxKMpkc61vAtXn3DY7Soxgv3fAIxrvGuJaDwUjcyXdy7XwmTop7w+WNkEdIvMd3LmJ4A+qvKW7s/abiUS7DG03/+1UI1h/DfydzBNkO1+HRsySTWRDdX1tb08zMjMmZfC4yKXeUfWIusE5xOa8b31a0MYqiVgjh1yV9TlIhhJC6RF++KzYds7dDCClJeQ2J+1eOs7Mzra6umlyh2Wyae4f7B2mPG5BMJs2IoZpnsh0dHWlvb08LCwtKJBJmHHBbKBaI6rxYLOrg4EClUsm4qyiKTDTqFfT9fl+PHz9WLpdTo9FQqVQyhf/Lly8t5QdphDQyuhib7e1tQ2K5XE4zMzMmSJWkT33qU2ZYSXzFSEfRMAeMaqy4yHAkGC6IU9ClJLsGabyCgne52FWZZPGF6OUTPnePSezLB4NS4EC8MfQRRm8opZGLiWHw58Z3xlGURxZe7e8/67VLHvHE3TZPYHtCH27MIz7mXJwL9LxYfBPwf+d37y56BOUjjt79BQX5BY6hvYrr4vjeJWXEAzBxlOjddn+d/E6wyZ9Ht9tVtVq1unRRFFlmCxFvODZflJPiCMgprhsfJto4L+ni0nBNSfrjGpLwvy7pRzWMOP4FSf/88iO/fPn7v778+69dx3dx8yD40DZNTExYZUbSeKhL3+/3zcemzRefSSaT2tzctLQTIomzs7NKJBLWgJZJ12w2tbCwYDW/aEtG0AA5BVqwo6MjU9QTKAD10GWIhzszM2P96BDsgQSSyaRdVwjBqsG+9dZbxucVCgVVKhULXMBdIJgFbbZaLYuwSsMJj16O7yHdwiOmOH/iF198x2di+yiYdz9jc2bMFfPaLd9RxiMYfo6jCQwr7/faLn72i84bBa6N6/Ofgwe9anfn3D1/5lX5HJvh5Q+gc87Zq8Thibxx5vNcN4LTuLTDG0XvtjN/ruK+4qgLIxwvQ8Q/Pyf8PULo642r38h6vZ41s8GgdrtdkyVFUWSbOhsqDWkACnwXa5F2h9eND4O8liX94iXvlZD0T6Io+pUQwjckfTGE8NclfVnSL1y+/xck/aMQwgeSGpJ+/Ft9AdVSgZtwO9Vq1bqawF9dXFwol8up1WoZAun3+1pcXDQoSm4k9bTgh8htJJXIK39LpZLVtB8MBoZ46H0IWY647mtf+5rW1tbs+0g+hZujcQYZAr3esGTNwcGB6bYg7UMI+sxnPqNSqaROp6Ner2coq1wujxV9Ozo6spb0SCp8+gyTP4Rg7imVM3ySM+/x7goGIE7+encl7m68KorF9zDxoygaEwFjjDw/JI14RTgRFiSbh5c+YAikkcvIomSueD7PGx7vKnvOyaMVfy18p+fk/N+4fm90/b2JoshyZeOuHvciiqKx5+mNCNeDAcPQxFEe3+Wfl//nzxGj4fk5f76eV/Tny7nxXM7OztRsNq0fBDKndDqtFy9eWC05glw0/0BKhFFrtVpWh8/3iXzV+DDRxq9K+r4rXn8i6bNXvN6V9Ke/1XHjgyqKuVzOipExiblJGCE0Tyy8fD5vFwu0h+THaEgyl7Hf71vHniiKVK1Wlc/n1el0bMFks1kzXHQ74cGjRWMB4LcfHx9rMBhof3/fiMh2u62zszOriQ9xXiwWDdXdvXvX7oHP9YN0R6/ljRZcVjabNZlEIpGwMj+tVksbGxuGTL2hYpcGFXjuy0eQvHvnERLHiZP9cZKY36kMwgJNJBImOI6iUb19n6Lj0Y4ke75RNGpIi0FAgIwh8O6mR3Rxo8Q94F77hRo3wtLIbfPROJ6zm/92T/3v/l55d9UbCM+3wcX5132ww4tsMWpezsAx+d44ksSQxV1LPsN1cq9DCGNCZ28I2+22dnd39fz5cwMfU1NT1k1rMBgGn6ickslklMvlxtKaPOr0hRWuGzdGYY8AkwdHrXjCr0wcoo20I0skEmo0GsrlcnaxFCyUZBUakCeQasOiobQzOwUTk/xCeKp33nlH2WxWS0tLSiQSunfvnp49e2YPkQdNtBGXlUqskJ0YYwzw5uamkZNMOtT8vqY/id1zc3MmCsSQUOrn8PDQOhxxn+bn5027Rv/HuIHCLfWGSBoXXLIAWFR+gfvhyWAWYjKZNNQFB4mxGQwGRg9QHhhkChLxqApjchWx7N0vFnqcTwNtSyO3l89hEHFh4tFSEDHXyELluP4ecI+lcTfLGxLOlfPwRscbRH9cjx79tTIHvcEGrSUS40Jg//x8xoV3G7k/gAEf1IgnZJPqVq/XLR+x3+9bL9Lz83NVKhW7fzx3OtKzeVElmftP4YVXjRthvDKZjJaWlnR6emrGBhfPcyaelF5eXtaLFy9swqMM5ua0222VSiVL/Jyentbs7KwGg4GVvqF+1/HxsVVEhTwk4kj5GhYZ9eup7LC0tKSjoyO9ePHCkFy73TZXGEPoJ1U+n9f3f//3a2lpyVqe9ft9+/7JyUnlcjlNTU3ZQiBqSauzfD5v/AoRN+qFI5tAyCuNMv3ZaX1lBwxaHJl4HsX/zYewWWyeC4NMJ7cS/pLNYXZ21tAYbod383D1WWwIa0FZ3gDEDSwGmIHxlPRNRg8XzcsJ4q6lR0px7se/z7vU3tX29yaOxjyHxXXFXXhPnPtr8ptP3LWHcvDfx+8cH+PuuberyH7vivtggS+OeXR0pO3tbdsEed5UKK5UKpqbmxszuLwXT6Lb7VoBgouLC2uMc91IXPvXP6TBDUO7hc+Ly8ZCmJiYGON01tfXzSjBe9HVmokEYZ9Op01m8Du/8ztqNBpWYTWEoHK5bK3RQCzLy8tGMFPtAeRxenqqfD6vvb09HR0dGaqijG273Va/37dIILtVqVTSpz71KVPJ7+7umpKf4mzkP/b7fe3v79sEm5yc1MLCgi36KBqWfO50OtaJW5KKxaIZOCB4p9Mx2O9Rg3dRPNnNPY6jlvhC9/9744Ubw8aBQJb76DmuwWBgaJPPzczMjPEjdDzy3+kXFwvVoxD+7hcBSMwbHY+IvBjVu6wEB+LRTW8YyYX0xpRz5nziiNUbvKvWhUdifNZfrzdGVwVg+M7453ndo0c2NZ9g7d3UuEtar9d1enpqaT2DwUCVSsX4ym63q2azaQUIfaABzhnEDZ1DBN5TFq8aNwJ59ft97e3tWVVGbmK5XLYoHZYaS59KDYv1wztEUWRNNqanp63F1/Lysra3t8049Pt93blzxxDV48ePlUwmLQ8Sgpz0BOQF2WxWOzs7Vvur3+9bStLR0ZFVSuUB05eRJNYoivTWW29ZPiSTq98fdeZeXV3VycmJLRT4r0QiodXVVbs/yeSwhJBPLJ+cnFQ+n1e5XLZzBC142YZXx3vOhcXIPx99lMY1Rj6a6BdI/B+oAXQFCoTfYLJ6yQlcZLiMPhOUOTo6MtdcGqEEz7fh/nDPPPIh2hh3peKG9io059Ev99W7qxhdbyi4X55HjEsZpBG65bj+s55v43M+yud5K48GT05OrHGGl2FgDD0CwpAxB+KD8wCpcu5cy/7+vp48eaLnz5+bAgAVgDfulEHvdDpWUfXg4MDq71GhBY8FXvS6cSOMlxcQEoGDeCZkikEhSlEul1WpVEy1DgKjx+FgMNDOzo6R1lEUaWNjQ5L07Nkzq7nV6w37L4KYIBQhGZm46XRaKysr1iG7Xq8bD0WnHhT+/X7fDOXU1JQWFha0srJii5cJw/F9ugV180n9gQNDeDs9Pa1Wq6WDgwPj6zKZjFZXV1UoFMb0bnwOt9CjE09kx1Xa0rg8IL6gpfGIXXyHj6LIDAmCQ9AxxocgRj6fN3e30+lYcjncGNwhyJXz4lxBPNxb5DLxxc7PfMan3vBMMHhIHbyR8sZSGq/R7/VXnk/kNYwoz90LbHmP56Q8t+ifgTQydpxTfGCEiKpfxXNJ40UPMbDxQAJz038Od96n4R0cHGgwGBjV4qPlbM6NRsPam83MzKhUKlkDHHIdDw8P1Wg0lMlkrGjndeNGGC8eFonNqVTKStowUcvlsi0sivuDRDY3NyVpzACcnp7a7tPrDVub4eotLCxIkpVfppjhzMyM7t69q3a7bVYfA4C4TpLxUsgqut2uIS1JFlg4OjpSqVTS5uamCoWCWq2WkZQ8YBTJyBqYAHA/i4uLmpqasusAwSDDQA4CUc8OScga1MOi94bGuwzxkD//ewMXH97gMcH9bp7L5cyAoXIHJR4fH2t9fd24Td7PdZJSQm0zRMVoijBWPnkZvgT3GbTkz9WjGlwTH/bHxfeEvxft+vvjeSTcNvJIub9x48T38XnQYFyn5Q2gNHIbfQAjzpFJ48UMQddxKYR3MT3KjhsvBtwfyKtWq+n4+Fi1Wk2tVsvmfSqVsqAZ3gEbJ5WG4aipHIGLiXv54MEDy0fmuK8aN8J4XVxc6Mtf/rLu3btnEwAoDnlfrVatMOGDBw+MoIYjQ6TJBEMbhZvA/wg2U6mU1tbWtL+/b9FKaWjQms2m3n77beOSBoOBPvjgAwvxHh4emvvW7w87CCHvWFlZ0c7OjtLptD7zmc+o3W6rXq8bEvEdjvr9vpWraTabSqfTVrIHfRiVJubn58d27tnZWUMPoE2vkwOteDQgjROxfoKyUOIuE8MjDha/n+jwkpw76A6ZCro23FgCHnNzc5ZMLg2RN4aXOmu4EaRf9ft900x5Ul8aZjOAsOLowhP93s0DofT7/THUxTG8K+cjkD5qSYTMu3KeewLdeOPiDW/cneTcMQhxnspHc/3nPU/pJQ3Uj/PPD2OFQfQG00swoC+gUg4PD/Xo0SOdn58bVYPMiY2FNLgQhnpDnjMSCF9TjvLp8F+Li4va2dnRzs6Orhs3wnhFUWRcEG4QYk8sN8hkcnJS+/v7NlkhpilpAtRGnLm9va1sNqvV1VW1Wi1lMhk9efLEEA2wv1ar2ULLZDKqVCo2ecl5xNXxULjdbuv58+dGSO7u7mpxcVFvv/22Li4ujJPioUH2s+u2223r9TgYDAzBTUxMqFwu225Mzfrp6WkLKRNN5DgMKlSyo3t3jwnPdcddQ08qx7kxb6z8/15USNMPzpVrA1nhUpNGlEwmTaibSCSM/4DrhDPELafMNfo5r7si/SRe9QEjggHw7lQcicJN9Xo9k074GmBejuGJcBCSR7fekIF+QCE8O28QffQxTrJ7wwqX6rswxfk2b2C9Piz+jOPRTM7ZZ0V497fdbqvT6eji4kKPHj2yKqkhDAsUECADOFBX7vj42Mo0EQCD322328Zj/+Zv/qYKhYJFIq8bN8J4pdNp63koyfitRCJhCOXi4sI6atO7kZ0KP5qFkE6ntb6+bouCNB9cGmrQU4nCt3HKZDLK5/PW4xEpBZny1WpVURSp0WjYzcc9KhaL2tzcNDKaRYosgIebTqe1urqq3d1dra2tGZLb3t7W1taWSQmQiszMzNiuzrWC0k5PT+08WMgYJ//w/cRleE1PnBvi7x4Z8D6PQtjhWVxEXUlox6hNTExYlVpqm4GO5+fndXp6avcUKQs7M/fNF3ecnZ0dk3/A7Xkekb/5hY7Mwy9yXmPx816/8OPRr3gk1t9f70r6qCcGjk2WOUnGhzRCcZz7YDDS4Eky15n778/JPzsQJZySJNvQPFLzSNCfP3wclANg4cmTJ/bcyCrhfhMMguMEebfbbb311lvmaUAhIA1KpVJaX1+3ijCdTmfMhX7VuBHGiwtHLNputzU/P69UatiEluJ9u7u7RqTPz8/bjlyr1Sw6iauB+5HP59VsNk0XRYWGEIKWl5f18uVL05jQJuzs7EzlclmtVssI+lRq2CSWHVmSEY2Q7+vr60omk9YMhFpcVKA4Pz9XqVTS0dGR9vf3dXx8rN3dXc3MzKhcLmt+fn4sB5LdDCRZKBQkDYstskj9TkZdJJ+Swz3ieLiVfpf2nFU8osXk9q6X53RYvIlEQnNzc1bNVhrylGROcB78jzaNZ7K4uGiBkomJibFnAc/lI6i4qEhZJicnVavVTCRMlJjFyHf65GIveo3zQLyOO8h1eiW+j2j6gVHxaMpfm0dbuIReCOrRG64mgmWeDc/CE/9+scP94vL5tca1EojidYwKUgZJY12tABWNRsPey3dhiGhzBgKDUjg+Ptbc3Jz29vbs/uFlLS0tWdZIqVQy1OY32qvGjTBeoCFJRqpDiKMkxx/mgo6OjmyiQg5OT0+bVmx3d1eSLMxOV+tSqWQ3/9GjR7p3755xRPjoFxcX2tvbs92eB+4Vx5D2URRpZWXFatcPBqMCaycnJ9ZQk+/GEJ+dnSmfz2t6etp2Ycrq0NsRzo2oaLVatVr+yWRS5XLZDDYTgmwEeCXPT0mj3Rw3Ih5N8hMmTtpK4/l9XuuEriedTmtubs7qNvn3sxN7GQjnRrt3gi24i15xHV+gUAr8jW5RIDIvaKX4JOfteS6fhsPC5X5xrp5jwuhyDDY37geIh0Xo0ZQ0qo3P/cbQ+e+Pa7ZAPxDibFBcP/cAo8sc45wwopT2wTvgdTZljkt5c+rM4wkBLrhG7hsbGsr4fD6ver2uhw8fKpFIjBUYYNOHz6PYQr/fN/0l1M1140YYL0kWJoe7IMWHBQHnQXMJiEZEjNxQHh6cFe3AfKmWEIIWFhbMVaSaBI0yz8/PbfGlUikjv2mcSUQ0k8loY2PDDF4mkzGXDpkGjTAotEj1CJAE35NMJq3yK1xLOj3sfoRbiNATAnRtbU3SSC2Okbi4uLDfIVyZxAx247hMgt1cGnclJI0hLu9iIj5loeJasxvjOtGFCTcvmUzapE4khoUSIfQxWlclYoOEMDq4N0R52+22bWwQwxgyOKNsNmsLxt8LNiSv+4LA5j74ShS4TD6KiCHxUU3un492ek6MZ9Lv9y0q591zj6Q9T8nz5l4QJe/3h0n8GEfuHVFD3DXWF6XIKQJ4enqqd999V/Pz80qn05a3CG9J+RpGr9ez/g7SUHC+trZmmkPQN7m9/f6w8gkIGHTKvJ2cnLSc31eNG2G8iCShME+lUlpcXFSn01Eul9Px8bGl5sD54FtPTk6q0WioXC5bJ5JUKqVPfvKTqtVqY/zR9va2IZfBYKDl5WUzmuRSEpFk4VSrVXvAjUbDFMBra2uWwuBrD2UyGe3v72t+fl7VatUWwdbWlj3YWq1mUZXBYGDVVUFtcHEYb9ykZDKpfD6ve/fumR6OSc0C9DwURsy7GX6xeaPkyfg4qvAuTJwvgd8C+U1NTZkhB60Ui0U1Gg2rQQbSJFKaSCQsyNDr9bS3t2eiRZBur9ez+cFC4HpwayD7fWFKRLBE90Bf3j3mXqFN8ugnn8+bi87GB/rhnuISYiR5n6QxVBfPd/R8mnfdSbHhmP5zPC/QH9fDxsOc8HwlwSa+l+Y1HhxMT08b0qlWq5qZmbFy5/Rx2NnZ+SYg4BEkx+K7T05O9OTJEy0tLRlCpIy515eR/5jJZIxmwMhdN26E8WJxEGX0UaaFhQWb2HBKoAkmEREtdl5QTj6fVy6X0zvvvGMWfmVlxVDO1772NU1OTpoxo4wNLpBHCYVCwcLB9+/ftxtM+B/+gjpgPCzeh5AW12h5eVnNZtMMd6vVMmGqL3wI4Y87fffuXSO0kRB4LVHc7fNksUdYuFFxIloapdBII2Th+SEGPBuIl8a5ELlUiyWIAkJicYEwcYuoSwYi4JopowMHdn5+bnmqVOLAbWQOYaAxcgQCMIggW++ycE2cG6pwjAT3w8sJ/L3lGP7e8T3+c9xHng3PxZ+X/xvn5yOvksYatmC8+W7WQKvVsnaAGGTeS4S83+8bP9tsNlWv13VwcKBWq6XT01PTJ4YQLP3HnwdzlHUCf8zcgQagOQzPH1E3lAmbCNcBb/aqcSOMVzKZNPU43X7Y4U5OTqxcTT6ft4lJM1kQV7vdVi6XM8nD3t6ewdXz83PrrSjJpAdAfV+HiJ0JJfHk5KTJFx48eKCFhQVThnuRKDzdO++8o+npaYPBvjNQqVQaS97m2gkmUMKHhx1FkSnOFxYWTNd2eHhokTcWvxcIxluogco87+VD+R4p4M7wGe/++CheCGHMcKHFo3ZYFEXmbrNI6DG4srKig4MDEyXj4vnNIpFIWO4pZbFBlRgBTzjDiZI7CarwubJsTqAV7hcROZAqC5lKJXBknteKk+bSyF3kOrgPXm/FJsvCZZ77zYdNRRq1EsNwQ6twPY1GQ3t7exY9h8skuf3k5ETvvfeeib4lmSGanJw0zwNJQ7/f18uXLw1psonwTODD4veNc8cTITpJJ62joyM9e/ZM3/3d363NzU1F0agfKUiSa4cv9oGGq8aNMF6SzM/2WqhCoaCjoyPjpxKJhLluTKC9vb2xiNnExIRJFIhEIc6DTNzf37foBqp2Fhe7Ejt1MpnU0tKSlpeXDT7DDaA3gueRZL3mqE2fTg/LP29sbKjT6SiRSJj7OD09rVwup52dHXNbMIq9Xs84BUjsfn9Y7YJr8sX5vCwBg+W1PdK4Yl4aJ+d9BO0qct8PT9JjHDqdjmZnZ43szmQyFh1NJBIWeJGk7e1tC0YQUk+n09rd3bW0K0p7Uw6cpiW4oaBS3JUoirS3t2eyF17zfQxA9FwfnCn3kaBKLpezKgieTJfGy0R7RMq99JFd7hX/vB4szqfFI7lwP7jYUTTs2L6/v6/Dw0PVajV75pDtng/zf0smk2Oi306nY5Fs0shw90G9PsuAe+VlGF5qgtFhcG9IiaPcVbfb1cLCgk5OTrS7u2vAoFQqmcYT5X4ymRyTT101boTx6vV6Bm8bjYamp6dVLpeNtCeCyM7GwwNtIH0gygRPMhgMTFbQ6/Ws9M1gMDAJA4X6mFQI6UjjWVtbs6oIHhlB+EpDt5Ua+AQdqHGPj0837LjOCbeP75aGO+PR0ZGpmVlQGB1cIr9QvDvt+S2PFhjxycYC9YjCLz5I3jjSo0kK6nlcFXZfoqbVatU2EFBKsVhUr9ezXfr09NTQ78LCgmm7Dg8PrTMTPByCRxDVzs6Out2uBWnQ27H4QHygFtwWz+UlEgnlcjlbaBhl5kYceXqOybvUoBHvRhKtZmCgOB6/Y6DZhM7OztRut62rFMEfNiWOBTJk48JjYXA+oE6eH2lvEPigVu/SsvkRSWSOSTLU6+Ub3EcyY6BKPG2xvb2tRqNhFM7BwYG63a5lkczOzurx48cfXaQaXt0x+x9I+vckIe3+j6Mo+koYzvq/I+mHJZ1cvv5vr/sOdEoQhiAqFi4Q9O7du1pZWTFSlyTt7e1tE5aym6D/SqVSev78+ZgLAinuy9VAGkuySNn6+rq5rE+ePFG5XFYul7MIYBRFRpxDBkuyMtA09ABNcg40HUilhjX0+/2+VYMFSlPbG42ab7XmXRZPqGM0WAjSKKqIUfO7pY/YebfGczeeJ2NXJ2SOceC8uL/1el2FQsG+k4KOIAjcpMnJSSNqG42G6frI74TnilftINp1dHSkly9fam9vz6Jy0rBUS7FYNN0Z9dVwAVnkvqNNOp0244XRdWtgDJEyR9FYsaDh3rwQluEJdh9QAfXB9R4cHBiPx/8YeAyif4ae8+Q5+c3Ku3ODwUg57yOVvB832r8/Zgvsu30OI+LgVCpl+bgUCuC+UAEFmcTa2prm5uaMmiFYwrOBL71ufJSO2ZL0X0ZR9Eux9/8JSVuX/35Aw0a0P3DdF4BUyDskijU/P28RDBTUnU5HjUbDIkqo23d3d3VxMex4vby8rJOTE3W7Xet9CCSGu4BzAmL3er2xNKPV1VUtLy/r9PRU9+/fV6vVMk5kaWlJIQSLgiK3AJ6z29RqNSuISN2tRCKh9fV17e3tmUHjHLhGKsSenp5qcXFRS0tLRoAeHR0ZP+AnLdxBv98fc7Eg5OH3mBwYt7ihwghdJbvwk5/SJbyfRSzJ+mbSgETSWDNcfzx+9gYC4wHC8joyRrVaVavVGuPMINpTqZQJZdn9Iev5PgxGuVy24+dyubG6YWxq3nXkdcTJuHWSxu6zv7cYCIzcxcWFOp2ObaCcS1ziQp4mGyDH8cMjPK49Lh729fCY85w7KIvzjCN0/zuGyOcTY8QJPJXLZRWLRZsDuPisU8h5OgvNzs4abwZ9QiDCR42vGh+lY/arxp+S9A8vP/f/hhAKIYTlKIr2XvUBThThWyaT0YsXL8zAMKmePXumbDZrZD2TZGpqSrlcTtVqVdvb2yZ4JORLFQnK0RKFIdKRzWatycbS0pKp3Xd3dzU9PW07ebPZtM7XcFRMiJmZGTuHSqVipXB4uJ5orVQq6vf7WllZscx8DADnDSfx4MEDQ2WQtKSIEM30OyI7OmQwi87zMMBxUJoP2UsjVwSj7g0Mxzg7O7MASa/XM9ddkgVdarXaWBWMwWBgynmoAr6DhYAbBccnfbOSHdKYnDjODeOYSAxLtZD3CocI0sTF4h4Qffa9Ar3x9y42PB+f73Q6hh5BsZ60JnCBULrdbo8lp2MQcDc9kvOyFM7Bu3Kcq3d/+X5p5C6ycftn640xw18n18f7/DmQQ8qGMDMzY4VA8RKSyaTl7WKYUqmUHj58qFQqpWw2a5sPmjb46GKxqHw+r8XFxVeZjOH1XfvXyxFiHbOjKPrtEMJ/KulvhBD+mqRflfQzURSdyXXMvhx0096LHdM6Zs/Pz9tEJMK2uLho6QhPnjxRKpXS3bt3jS8KIRgCazab2tnZMcU67sHi4qK63a6p6301COQGlLpZWVnR6uqqachqtZrS6bRpx3johULBoC4EI6k7RACREJBcXqlUxqJv5ExS8gWyezAYqFQqmatInSt4G187jBxJDBG7PpOQXdoTzSAJoqRck9d5eVLWIwD+BuqCe1pYWNDOzo5qtZpFVQlSsJMTbufZ8Z0YNdA17gKuJmgL98m7TBhX/jFASaDYw8NDqx81MzNj10p9dL4PTgbDikH12jDPYXn9FVkD8F+4gPV63c7fc1beKHkjwUYCP8b959mCkvi7/yzv924+f2Ne+ARzTxPEz4P/PReM4cczwkuZm5tTqVQycp71QVkpKlFAR1Cvi/t+cHBg9AscKkgWDvtV4zvqmB1C+KSkL0jalzShYefrvyrpv/swx7s8pnXM3tzcjIjesbggHovFolVXwPKzcHGjpqamtLq6asQxRo0qEfAH7LCUTKaZxuzsrNbX1+3Y8GBE9iAy6SAEtG02m+bXdzod8+kJW3seBF7Mi2ZBUvl83qJgyDo6nY62trZM74J7QVSUhYILiUvnRZJeSMiC90Q/7/XiU1+pAATBuRLBpSt4JpPRwcGBIVDQAN/BgqMvQRRFNiEJYLC4MGqUFAZBYUx5Bp6HA617lzXO5fEcfToWGi7QkjeK8JHMQ4whBs5rx4jAscnSIYoEcyQ3fB704hGupLHrh3z3gQHe642Jf55ezsLf+Iz/OZ4pwPt9VJFn6J8l58im5MunZ7NZLSwsKJvNmhofT4l5T9crRKtIftLptN5++22raBxC0MbGhs3LP1CRajTqmP1DURT995cvn4UQ/hdJf+XydzpmM3w37StHIpEwwwAxC2zG6KysrBjHsrW1pRcvXmhmZkY7Ozum2cElJLqxvb0tSbabsuMnk0kLDxeLRUvXgXtYXV3VYDAwgxhC0NzcnPEG+PhERAuFgkU0kWNcXFyMdbUm7UgaySiIItbrdXOXgPf37t1TqVQy8SyuIggMdxcdG0jER8S8i+GRC+9jA4Box9hitI6Pj7W3t2fBhWKxqJ2dHTMAcEi4K1EUmUHg+4jEecMTRZEl73rNE64aUVZczBCCoZtGo2HoGRRIhyZvrL0sQRrxTyx40Jd31+ACoST4fk9e8wxA0cfHx8a/tVotq03lr18aKe29XAXD7V03fgcl++fn0RrP2RtznoH/3bv7cfmGR7HQH8w/v6GCkvP5vHFZBLUQeaPT7HaHdes3NzdVLBZNwvH06VNtbm5qZmbGKqju7+8bUKE3A8CB+Xzd+I47ZsNjXUYX/wNJX7/8yC9L+s9DCF/UkKhvX8d3SSMOg36IdNpdXl62HeDo6Mj0J1RiIJeK+tnz8/NWPJCdEf6j3x922YZHK5fLWltbs/xBzzsRGLi4uLCwObwaKnAW/vLy8phOi0gMiIqJSY4dEzqZTKper5vB47tJi6FX48nJibmmvV7PJBTz8/N2PI88MNREtjxKQcPj69kzYfzODyLc2dmxbuRIRUBY6O3gw9BW4abhgvnKBuymXANpNSwgDPP8/Lzm5+fHUpuo2AlPx/HDpdiS+mae2wGZIg0ABbEofXJzpVKxDZFjP3361IrqcZ8wXhDs3W5XjUbDggsYHPRuLH4W4lUGhPPlvbiwXlLB7xwDVOrdfk8RXIXE+Jn7x2eYm4PBwLSH9CWF8A8haHZ21igRpDLZbNZoCKRLRHh3d3d1//59SdLCwoJRCe+++65Vkjg4OFAul1OhUFCz2dTc3JwliP9BtD57VcfsX7s0bEHSVyT9xcv3/58ayiQ+0FAq8Z98qy8AzTSbTUME5F/NzMxYSPvw8FDValXz8/NW85oihvV63UrJ4P4w2SCWUbvfvXvXdnxQRTKZNF4ELoyoCYJKJjEogd0aV7BWq2kwGFhnbVwtBKcktWJc0JLhRiJGBTnSpNbroFKplAlhyQLw+ivQBxOT64QEZ8EzkVlUUTSqhnB6eqr9/X3rI0DHb1xWigxCRKdSw2KOxWLRJhz6uWazaZOea6f3oTSK9mJ0vBFFPIxCW5KVikYWgxKboAh0A3IOfvboBeTsk8YlmUAWNOYjrNJIFuBRnkcv0qhJbRwR8Tf+j+vvOAbzPy558C4jv3sD6I/N696oxbk1fvZuKDzr8vLyGOqDjwXpFgoFS/chJQvOcmNjYyyaTd4vAlloid/7vd9TqVRSKpUyT4d/jx49Urvd/uiJ2dGrO2Z//hXvjyT9pW91XD+w7MDX3d1dm7TAU7Qki4uL2t/f19HRke7cuaMoikwnAl/Cg0c0CUrIZDLa2tpSrVbT22+/bSVsB4OBif+4uSA2qjgMBgMrCzIxMWGQd3p62pJYCRZAyhJ29+V3k8mkCoWC7c58f7lctoVB/hcGQBqiUyI8FGtjV8RIc90chxHX/Xj0x9+l0eI6PT1Vs9k0+YZHhRirer1uRgnECY8ljTrYgGRYSHyXJ59ZyNQ055rIZCBiC3oaDAYmTcG9IPkatxhEijvkjaWfI7wGKiMFx5+bR424c3FU4105bxA8uvIuKxsnzxFj6I2WPw/+94bHyybYtL07yOuvMmYYo8FgoGKxqI2NjbHADzm63GfI91QqZQ2cyXzBG/BzrlAo2DNlw3j33Xe1sLCgcrmsfD6vjY0N0/TBHcKhHRwcXGs3boTCHt2VLwjY7Xb17NkzWyDFYtHC0nQW2d/fN+4C9TsTDD6CBb+8vGzlZUF5vV7PKrDOzc1ZIICHyWT2pDZoa3l52QrEoR+jcGAmk1G5XLaejPBVlAdBXMtCR7hH3iJuNBOHiqr+Gr1Lgesgye4dnJ7vAem5Fe9e+clNMIKFiIEul8vqdrvK5XKqVCrGWeFKoksDEdMTALQTF/J6V8hfC6py0Bl8GhkNtNfyLjqRX9AV587zY8Fx37wExD8Dj1gxAt5V433eSPiNw3ONnIc3mj6I4V19b0y8UfTH8/97F9NH8uIaML6DrBFcZmloXOCvaDnHPU0kEmPFAeCUff4sWkYfqZVk6L1YLNr9rdfr1m5wMBjo/fff1/3797W8vGw8GfpHShr1+0Ph9rV249q//iENXDtyt0iPkYZ6m9/6rd9SPp+3hNn3339ficSwXMm7775rZC7dp4G00pB4vHPnjhHpvV5P2Wx2LOGViUWE5N69e1a/CM0SP4M+5ubmVCgUbCH4nZNQMC5Op9Ox0j3oxkj0brVaiqJh81gmJGQv4Xd4L6JkTFS/uJhkRCbT6WFpbdwYaTwthc/4HZ5rYMETeACZEDGEN6MhCYvVF4vERaBlGzs83+ELJUL0t1otSaP6XOzYXBfIHO6LCBhIRvrmBe6Fo3F9E0aNwXUwPLGOMfHuGVwhn+N9HuV4FOaNjH8OuPIYXH8OGFyMoTemoEKMkk/X4TxI0yGqDidFwAm3kPvEGmEOZbNZC5gsLS1ZsjqICxnLzMyMbf6Hh4eWG0pAixSvz372s0bxPH36VOVyWcvLy2PAg03Xb7ZXjRthvKIo0uPHj63kMyLPtbU1s8Lp9LA9UrPZtHy5Bw8eaHFx0XxsJnylUlGpVNLDhw9VKpUM6VQqFTNA3FgK5oGMcDuIpNRqNa2srCiRSFhUEBTIuZNmhB6q1WppdXXViGnQFhxXKpUayx5AakFUEmPnz+309FRzc3P2gL3R8e4Ohgej4vVe3qXw7oznbbxLihGh/hiuXDz6dnx8bIn0RCA9YY+YERSF6+yRrRfCTk5OjkkGWBS42WjzfFWLYrGoSqWiSqVixt+XogHF8Mx89DFuvK9aNNwzPuORlyfZeY83WvHjge659x6FesPn//eGns9xXZwzhTlB23E+CySNJIn/4VxTqZQ9ZzZlaVT6iCbAPsDEM89ms5qbm1O1WrW1ODExYRvS6uqqqtWqer3emMyHND941Hq9bobcZ1RcNW6E8UokElpaWjK0dHx8bII+Ov9wkbhF8E6Q+blczlJu7t27p83NzTG19GAwUDab1ezsrI6Pjw02s3tRpqNer9vu5+tG+bI5IYQxuQLyADoHZbNZc1kxJL43JMJKvgPk6aOLVB315+HLqMTdEXgeSaZYxj3xRs4bLRYRyIqy1bi5kKyJRMKqwZLOJI3QBPwTRpdFBdcXJ7Ypw8LvRLvYvb0IlGvEbQFlxF1KXBX6ZRLk8EY2zgdhYP399CR7nBD3aClunDxK4z28L+7i+ff6v0vjpD73TRq5gP77md+zs7NaWloyyQLGP7oMwmC02FSkUXNerhHRKdU8cMXxaCjTjkeQSCQMiZ+fn6tWqxkqp1adJEN3VBD2XOLKyopt0LlcTtvb29rZ2dHKyooFt64bN8J48TDPz881Pz9vydBUziwWizo4OBjTV52fn2t/f99KOKPcffvtt601WLvdNgS3vb1tCEwaTg6MJS4dYdpWq2Xhd2rIM3lmZ2ct95B8rWazqa997WtWtyqZHDbhWF1dtV2tUqkol8uZG+UNHylC/X7foqyQo/AkkNV+YXiDwOT3AQcWe5zQ99oi3MLj42NVKhXbGDAO1BObm5szhJlMJo0b4zq828QxfCUKSHgiqrja3sCQ9+aDCRhHuC4CMbjgcF1zc3NjhQ9BxiEEc1Fxv6Txpqyee/IGAsPkuSiPolj83qhh6OIoyQcrQBYYMP/dDO+qep4QdFQul5XJDHt+FotFc+PPzs70/vvva35+Xnfu3LFzxlhBRfhMEyKFPiiAK08wTJJFFRF/c0+Zx6ylZHLYXwGQ8OjRI5VKJa2vr6vT6Zi+r9ls6sGDB9Z4hgAP0guKKL5q3Ajj5V2vVqtlbcskmSpXkqX3eDEj/Mnk5KQePnxoiyqVSpmwlIoFRDQoFshk9g0bkEww4ebm5pTL5aw348zMjA4ODqxkCwaVqq+Q73BPIQQLJ/uEXqKGcG2np6daWFjQ06dPLfRfqVTM1aQWFTu+56v4mYRZ8gipp8W1MYjuhjBU75O+Q8lrdnAWPcYbkh5X13OL3AMU1l71zeu4c77ZCiWWifZB4OJ+hhAs0MKCJpeS64IXI1IZwrCq6+LiorWQh37wMgYvZgUxxUWjHpV5SYo3dJ6w9nPaIzyP4KRRWzVe866Yv2+eQM/lchY8QbYTRZFF2Zl7xWJxzJ0lyNDpdCylDLeba6SCB0U1QeOJxLAo5PT09JhuD54RpMxmDspD7jA7O6vNzU0tLi6qWq1ahJL0PEnGU09OTlr0sd8fVpa5btwI45XJZDQ3N2c5fc+fP7caXs1mUy9fvrR2ZxQaxBVsNBr6vu/7Pi0uLiqKhhVKMTJE60BSURTpk5/8pJ4/f24GoVQqaWJiwupREelLJpPGW4EmmFSkgRANyWQy+sQnPmEuJoYEI4l6H5U95Pfp6ana7bbW19etW1IqlTJXkqqwLO5ut2tlXqSRINW7n+yqlNWBu2IiS6Pcx5OTE3U6HRPLskDg787Ozqw7EZwcQQP0VFzHYDCw0jf9ft+I38FgYKWKPQns3R7vgoCovEYLJIVxAQ1wnRD33W7Xwu/0RMAV3tnZMXW+N2AefXnuifPC/SaZmIWKm+0Nkh981gtO/e9e2IlbRhI55Xgw6Ol02rRV3BPQKc/Mpxh5NT9uI+fDz2waVPCgdLekMaKe7/dNZCgpxbPBOFLKqF6vmwCc+nmZTMYM1P7+vmm8oEKox0b3rMnJSc3NzV1rN0J8x3gd486dO9FP/dRPaWtrS3t7e1afiUW0t7dn9ZdoHwbUfeutt1QsFq2cyMTEhJaWlmzBQPSzsE9OTrSxsWEJ25CO5L51Oh2trq6q0Wjo7OzMGg7ggvr0GUl2Xvl83tw+BLXsVrhVRGUKhYKVQ2GiXlxcGDoBiaKpwjVF5U/rdIwWiJLUFNyzra0t6yYjybgxqhs0m01zUQlk4GqirfPpUNJI+uDLq6AuZyfnPCB/u92uyuXy2ALis+jpcDWZuLiHvMe7kWitPK/F+dy7d0/ZbFaPHz9WvV43nhIZSLPZtA3J84QYNM7LI1pplPjO5hRHbX4deZ7KG0SuD/dvdnZW8/PzZgTgAZlXvI4B4R+IDJcZA4r3QnEBjJOPhDMPvMFls2Eguua8CWQh2C4WiybCRkWPoJjvhnckAIX7j4xpMBhoc3PTpDc+95TuU/l8Xj/yIz/yu1EUffoqu3EjkBc7yFe/+lVrCcaNDiHozp071lGGXLqlpSUtLCxYQwuU39Rvf/nypamBPWdCdIwHQF4VZD+QnFxJ3L/BYGDuKIYR/QzhYHrcEeLHjWGysysi4MQ4kbjsI3cYYp832O/3Va1WLWEcYwey8z0mcQXu3Lljrh2uQ71et2wAal0xmRHZVioVTUxMaGVlxdxLtFogVnZVjiGNSitTZohoJ0aVBY0BAYWhkQshWDYDOiKOAVLjnmIEmCvs9u+8846dG4EWdGcsLk+yc14+4ucrrrLYQE687o0Bn4fK4GeM8czMjKWVUWhSklXI5fPeWEEp4E56tIXxpTSRN6bMFww2c8JLYDCA/A0kzNxHV4dkAZTO9R0cHKhQKGhra0uSrEABKXh4QUShDw8PLcLO9+/sDFOeV1dXre7X8fGx1tbWrKTSdeNGGK/z83Nz7WZnZ5XNZlWtVm0Hr1arY7lWFDyDHKTZAuViaO5A8id6LEoMn52d6eXLl9YQ4+DgQGtra6pWqyqVStbuKZ1OW4UKIoTUfAJJIKiktI3PoSuXy5YLx6Q7Pz/X0dGRuanwQezMFNHjvpCbh4QDFxLuyFcCpSYWk/jw8FAffPCB8RNeZ8Ri5rsx0EygbDZr5U0wFKBHSYaUQE6zs7PmTsNDkfJExUyOgUtNzqYkixh7WQAL2SOvwWBgi5d/cF6E4pGggHpB5lwLHOTs7KwRxdxTNji0aaBCL35mc8AAEW31aUQY5fn5eau6wYbDOXvkhswFY4PRwHj7TZCNwidOhxCsfJLng7m/oDh4XnhWvAFS0jyHSJ09GjLXajXV63XNz89rYWFBL1680MLCgqFSas4DDFZWVtRut1WtVs09XVlZ0ePHj7WysmL5oUQ4WecUAfDylqvGjTBe3rLjtkxPT1sDVowUrsj8/LxpnuCvELmSv4gB8cdnomKA4EPW1tZ0cHBgbsTu7q7m5uYs6RSpAm4eC4ycwVqtpuXlZZVKJX3wwQeWyE0Np5mZGeNfCBhA9tMJiMnCZGM39QSpR3C4TywIXGS+ix14MBjYPcUg4JpijJh8PlUEhMWETyaTVhRRGrm5kgzxJhIJm3Q0E8E4+3MAWXteEPKWRcvC4jrQn1F5E76JKhBkaeCWoRfDdW00GlYwElc9hGDuPnwj0huMNBsEHCnkNW4rXB8clqQxbioepSRDgzmJYBodFoElAk283mg07JrgrKRR9VSO7+83z4o5RBXi8/NzawgLcvXuJz9TBIHcYOYFTXE2NjYsQERVDVJ7cPvZONjMzs7O9PDhwzED32g09N577+nOnTsWdSez47pxI4yXD1979XUymRwrj3v//n1bTJVKRffu3dPKyoqFyL00gAKBEKsQl1RXxfWiFA/+ervdtociDQslsmuzINHDgKbW1tZsx1tYWDAOCK2aNOqjh4jQcwR7e3tjCcToj3zuG24v9wteCyMEkQ6CkkZha9xCuEImE+iURiccE+jPxuEjUz5thODDYDCwPDhpxINBwuPi4DJgkLgvpFNRkgjjCvfFvZc0liIljcL3LGgEvVR1gKfCqHFcj3Jw5aQRgj08PLR7isvFRsDcgCPknuLaIiWhuqxPSOZ5EdljEfuqGHwP94+AViKRMPkBxwHFc508W567L1tUq9XU7XattyJR+MXFRduIiVxSEOHo6MiEyScnJ+b1kEuKAVxaWjKUSG4yyBU+FZqg0+mM1YM7Pz/X5uamCoWCPvjgA9VqNd27d++jN+D4wxjwCPjk+PdMwAcPHli96/39ffX7fUtuLpfLVqiP9CGISvIE4Qb8LpjNZpVOp1Uul+0ciKgcHx9bFVZar1NPnBpdIJNcLmd5cbu7u7ZYcQHpgAOBzjG8scnlcra4MpmM6dv4XpAIxCrKcVxJSbZbEXUDvVIBA7eFSeq5JBYfpKwndFutlvEZkiw9yqM4L1GgNBD3HMMJMe5daE/68/wxQmQReCW8JNtgMEx8B64d5wmi5HpJVfJVNHgfxS5xC0MIVkAPdwueBlcGdOmlIOifkMBA0CNY9t8hyXJyceUwch798A80x3t9AxjOCXeL+4XRJsiyvLw8lkKEu+v1hOQxwnthnMvlss29bDarfD6vR48e6ejoSMvLy0b1lEoleyYYOKKVa2trhraRQ7DxZLNZkwbxfPwmd9W4EcaLAWmJ7iqdTuvTn/60JZB6hTWVBNbX18c0M3AqcDI+ty6KIiuuR4vxer2uxcVFdTod40r6/b6+8Y1vaHl5WZLUbDbtpk5PTxsiBCV6fmB7e9tQCOdN+J8aYZwLXJy/Nu4Duyf8RavVssgh9wljATJByQyCI4/Ti1Rxy5LJpHZ2djQzM2OCWKJ3XieES4XWCF6Hmv8+WodMwn+fT47HlWEXl0Z1zpCCIBXgWfpcTowsiMzzZT5dSBpVRKDVPRsNpHsymbSAAogNzgeXDPQrjYwBebecmy9L7p8dmjKSyDFwFBnwKUzMWZAciJpnQMAARCqNpBhsNt6o8iz95kFZbAwT/DDXShYI+bAkyLMB4C6TYZFIJLS1tWXrolKpWDXilZUV23wok8M8qVQqhvpBVpSc4l7w2huRmC3JGmJwkblcTg8fPjS9Fvl1+XzeOJ5Wq6WdnR1btKVSyYR46XTaVO3AfnZ7OAd2noODA3OrKCONCyXJ3EAiYdSy8iF1IoVeuQ40B0HQxTufzxsn1uv1rAQOKIlCfCAMtEDs5pC73uB57spHqljYPkmc3ZTWbF70C+I9Pz83vRy6OgwGwlsMuc9l9AEGgh2JRMI4K2/EMM7SSDjL98OReIPk5RJsFpwruiU0WRg4EDIRLyJsHA9eDt7UIx1IfElGF6AtpIje93zP94zVKsMVzWazY/IR0Ba/cy89d0UwgIgtWR6MyclJi0zzbE9PT022QHqWRzO49WwgXCson/fv7u6ayHp6etoE3kS/mVPSCD2DkDmfqakpo0BAwgCDxcVFe64Q+nCPPCciwZubm/be68aNMF7oorhBb7/9tvXde/ny5ZgFRoTKrjcxMWFRvWazaToY716BBhC4bm5u2m7Iwut2h918e72e1Qkjt3J+ft7U4MfHx8ZPwJvh+rGrRtEwR3Jqakr379+3Zh7s8CAGoqLNZnNMR8XiZlIyUQaDgfEX5E1KI5Ib4w8Sm5qasgoW6XTadnyCF55EBhlIIy5HkpU1wRX2hv/s7GyMy4NXBIUsDsNtRwAAFbdJREFULS3ZOYNsQAwsKO4lBhHjJ8lSv6RRmg9oBC4It4zqH5w3RqTdbludMUh+ImQYG3g8DCYGxctwPIm/sbFhwRzu9eHhoR4/fqx+v6+NjQ1b0ARh4E4JGlG9lyAUhkGS6aSgBXz0lvNl7nOMTCZjRSpBt7jTR0dHdo0+cAMSR1J0dHRkHXsoblAsFm0T577yvLg3rN3BYKC7d+/q2bNnVkKJmvV0/YIje/r0qXk75PWura0ZT+jTkl41boTxwmonEgmLRPT7fb148UIHBwcWcqad+9zcnC1u0ltIh2Fy4NYQyqf+FiQk9Y1ARcVicazSaDab1dLSkt577z3rDET+GAuEYobsphCs+/v76nQ6Wltbs9QbEAcENVovIL83DBDb3jUi0uW5HSa1NKrUQOXVEIKhHSYoEU4QBfyDJJMH0GeRCgJRFJm4l3vDopU0pvjG8KC0x0DA9yCsJXrKdXpDwnV5AhqjxiLkM3B7BD9ALbhe/vuZN57r47nBX0kyNDM1NWX3nu/xSee0tYNTmpyc1L179+zegSBx3Tkm5Her1dLXv/51dbtd3b17V9/1Xd+lo6Mji0ZzTDIYpqamrCEvbjD3n2eAkQVZY6iKxaLJUHj+1OMCfZN+xjzAHcXFrNfrunfvnj037mGj0dCTJ08sxxI0Tpf0Xm/Y4g7xN02akav0+33Nzc3pq1/9qt577z09fPjQjCibxavGhzZeYVgG+t9I2omi6E+GEO5K+qKksoZt0f58FEXnIYSMpH8o6Y9Kqkv6sSiKnl13bCIvZJPjirE74/rhl1erVZ2enmp9fV3f+MY3jDRn0U5MTNgC4kE/f/7cUBFhXMoIJxIJ1Wo1m8SI7KIosqJquKogHqIp2WzWFl29XrdzTaWGnbpXVlYsdQl+DJSHkcZIsciYdEw20BcGwxPuRHBYEF4CgYtEKhCJ4XAOoDjSXqJoVPLXnxPfOTk5adzE8fGxoTEMBxOeiNnx8bH9DcREQIF7BPrDeCN0xNCDQnBjycvjc+fn5xbCxxihzcI4Y3CIOnMeXkcGt4Xr6ZGQzxGVRtUoJBn31ev1rC4WLiDnyzWgGmdee48CLpe0HPg2Ag38nefumxWfn59bug0bOTwX/BSRTSgE1hkSGxTvXpQLGr24uLD0vVKppHQ6bRVdNjY2bCPGJaVbdrPZ1MLCgpWV7na7+tKXvqRyuWwNdfL5vPb39y3Km81m1W639e6775rU45U26cOmB4UQflrSpyXNXhqvfyLpn0VR9MUQwt+X9HtRFP1cCOE/k/RHoij6iyGEH5f0H0ZR9GPXHXtlZSX6whe+YE0rq9WqpSHg1nET0cQcHh5qeXnZIDKkOjltvV7Pcgl9BImFxwQB1rMYiC6B2BBTwl/geiDAZAIRAJBkxg4DBJ+USqWsGiyNJnw0jUlJ5JPyLqAJomUser67UCgYoS7JCHbOh5w53FwQweTkpFZWVqz+EtGzk5MTMwDSqNEqgQMWFbwgXJ0k2zi4HohmDBjUAK4f9xHjCb/iVe0YSDaok5MTc5XZgIhWwmuiw7u4uFC9Xjd5AP0OSPtiHnA+/MNY01eB0i4+jcmnBTEnGo2GVldXLfBAoAAjCTeXTg+rjVAeCL7L68AwkkTH2dwajYa5xRhW7ms8CZ6oojTS/KVSw3pyrCk+Cw+7srJiPDD0w9LSkgUBms2mJicnVa/Xtb6+rnw+bx5Fo9FQNptVs9lUu93W0tKSRcHxCgaDgdbX15VOp/XixQsz/o1GQ8vLy1aYcnNzU5/73Oc+WnpQCGFN0o9I+huSfjoMSY3PS/qzl2/5RUk/K+nnNOyY/bOXr/+SpL8bQgjRNVbS57RBspN7t7a2ZoiGCMnOzo42NzfHws4bGxvKZDLa3d21CcxCTKVS5rrgOrLAKpWKTUR4JXKx4KGWlpaszpfXTbGLeeK81WqZEe31enr58qUlUx8eHtpuRFuzKIqswGIymbRIGwuYiBiuB24KpLAnvWu1mgl4EW5ehbxYIBR1JPEaVOP7NBIg8XowuELQFOeDgcLwwY0A/1lopFx5iQHGCxeUCc2Cg8uUZJUTcFNZyBcXFxalImJHNFcabSqbm5vmunJPIZ9x47vdrrV5m5+f/yYZAWgYA4ABYVFicEDWcE4YKc4tnU5rZ2dHq6urY9KYZDJpejPyS5HMQOYTDPF8JYEDNrMoGladIAIIV0ZUGToA4fbS0pK1/+MeoYnzCnjyjHGliexTjHB+ft70YEtLS0blVCoVSdLjx49VKBS0vLys/f39sUAQx/vKV75yrV36sG7j35b0X0nKXf5eltSKoginlK7YkuuYHUVRL4TQvnz/KxOVQBBUNpVkjRtardaYPiaTyWhtbW2sX+Lp6akV6/c7Zr8/rIPNooWAHwwGVrER5AO6k2TJpOzcIDcWiXcrmPzp9LB7kE9YZefa2dmxjsDwC8B9kAVpSbgfTBDQCi4ahQ7RAkGQI0nArYOsxviAWCQZL4U4knPwhjOuxMdgQbwSFAEBQsRzDj51KZPJaG9vzyJNFxcXho5Y1F6rxALnGUij+ls+eVwaJTAjtaBVHUiaTeD09NQ0ffBqRHtxlUF6oJBPfOITZsS9bgvUKmnMEHmNHOfPNWHAQFdcO9V92QT8uUPO++AJWQHdbndM7ybJeFy+E8KenMo4ZXJwcGASCOgBeOVer6elpSU7Xrvd1tnZmQWZTk5OzDg1m00tLi4aIoSI/+QnP6lyuayJiQnzpjDqJKSfnZ0ZF9lsNrW3t6e5uTmrrHrd+DB9G/+kpEoURb8bQvhj3+r9H3aEEH5S0k9KsnrwTAKfDgNnQASP6NP5+bl18FlYWLAKCeh7iPYgXyCXD9jq9S3saqAPH7WcmJiwig2kp2CQJJmWCelBu93W5OTkWLnkVGrY8INkWFxKejOStU91CxYEZYH6/b4RoV5jRLUKyHwWO5wV6IVzQy0tjXplEpIGbWAYcOEwjhQlxFiTVnP5LI1vBLkQMDg7O1OhUDCk1G63bTHzvEFQ6fSw9AsiXp415DnGBbeOf96FwnBzHVQrwEXjflCzDF5tMBjYwgSVgyhBsSxwrg+jwYLkXmIofFNgzplgjZen0IiVZwsiw1D6z+OO457Dc+3v72t1ddU+I8k4WR+YAnlzv5CH8KzhiKEJKHkOGKAI4unpqb7+9a8bUc8cI6Ld7Xa1vb09JmmhryruP7Xrnz59Osb5oeT/yMZL0r8j6d8PIfywpElJs5L+jqRCCCF1ib58V2w6Zm+HEFKS8hoS92MjiqKfl/TzkrS5uRkxcahGwM4NjGYXa7ValsJTqVQ0OTmpnZ0dUwA3m03jCUA7RBFLpZIZIsK8LAwmnq/wAKGJocPVQr0Ooun1esanYTDy+bz29vYsXM5i8u7K7OysFhYWxpTfkowMxxVrtVq2cHCJcXOIjMJ94ZpIo2qqqVTqm9xDkBRGHSQljXZ8+BlQAUEQUrZAwmh0oiiyYAcIjU5PiD/hLYkKo6vCNeEcQDc+MkjUD9cfZAg6xZg3m03jiLh+NgSeBxEzUMdgMLDIG64rBoNgiZd1SKPoMpsGqJhEdTYergP+EhRN+zhpiHh4naIDGMWTkxMTOjM/0NChE3zw4IHOz88tCbpUKplRl4ZIzFMA6+vrYzIHznNhYcGeF8Y1m81aKSb+RunpWq2mTqdja+38/NyqQXgBMMcnE6VYLFpdr+XlZZPewPOGEL5lPa8P07fxC5K+IEmXyOuvRFH050II/1TSj2oYcfwLkv755Ud++fL3f33591+7ju+ShtB+a2vLJufExIQl0rJzoUtit5icnLSi/hC6g8FAq6urFlliohANef78ublE7IIQsqAH3EI6P4MUEL8im+BBwenACdHDsVAoqFwumzCSnc13LkLweFX5F48uMFy4aRgNdliv6maiQr6DakCDCHATiYRNRhYjXCPordsdNgz1fSdxiYgkemW5JFs0U1NTpmFjIXJedF+SRmlNuFTVatUMiO9ZAGIFJZJlAU8IFTA5OWnuYRQNK3sgduU8mHNEmuGl4BUx8Hw/xtGLeNncpqamxgJHzAOi42xCuG88tyiKLELoXUP4KmgUpBbIDjBguLDT09OG6svlshk7KINWq2Wb9tzcnIrFotrttskyfCSYew6FAHLO5XJaWFiw+YTyHvRG9RGCZmtra+ZBlUol28gJtBEEgxZCA3d2Nmz2QoFQ5tSrxkfRef1VSV8MIfx1SV+W9AuXr/+CpH8UQvhAUkPSj3+rAxE1YiJls1mbgLu7u+YaIkOAW/GRElyyRqNhDxxDABIhjI8bwUJOp4cVH+kSVKvVLLWHaBzvq1arJtxDQ8Miwg0qFAqqVqsG6f1Eg0/BrfIEK8S754tIvGUReUOJa+pzMNG2od5mYlNf3zcAoWqBlx7Av2BsqbQBrCcCxvXjkmDcERh6SQbnjnvLDszzA/GCFIlk+nQYoqFcvzRqCwZy4pqoyQaixg0DNYH+oBU4J0mmA2RAzuNCYjwxSix6NlCCHB7Fc44Q8H6T4fOeXyTo4TMLQLoYDhBbrVazZwQi52cqaExOjirkJpNJex1DCALF5SebxEdYceW5J1RG2d7e1uLiolVBofoFVXzR7yGXqFQq9v/KyoptiLOzs9rd3bXqK77Ry6vGt2W8oij6V5L+1eXPTyR99or3dCX96W/nuFhtL14jNQGxJFVO/eIj5ApR7snn999/X+vr68pkMnr58qUVCySMCwpggZdKJbVaLeN22u32WHSJUDERy35/2AUHI8IihoBlR8UlkkZFFxuNhlWrhF9jV2NBS7KcTAyZr5lPCRK4EtASQk60VLOzs3beSB/Q13gU5bP+pVG/AJAq18C5wo951AdRj2HAPQNNQwNgzNGSoeuSNFY5A+RyOa9MFEoi+PHx8ZhBmZubG9O6YRhYmEgqvFDW821e9uCzDrxeDgSJjotNB94sng7kuTG8ADR2nBsGn00Y6oMIeK1WU6FQMErFnyeeiPcoMKC4ybiH+XzeeDKyAlqtlp0j10CmCd+fTCb19OlT5fN5LS4uqt1u6+DgQHfu3LF7W61WNTU1Ze7o3t6eJbxDzHc6HWuFtrCwYPcI1x4NGTm/bOavGjdCYc9JEjUiesFOAkHIoiFKQxkV8tMIAwN1m82misWi5ufnbaJ6zQvIjMnDIsXfpvYRRgf+jAeBhmdqamoMaSCC9Kp4kAEGBAPKzhwu8+kwVoS5uQ5JY2lDuF8k9x4eHlpXI6JWkoyzw3hwvwjFk0fn34/LQ/RMkiXggjYwyhgjKgVQCohnB7LjnEAbRMp49kQVScFCRAnK9sgGIh63l9LbU1NTZsDieZG44CBIFiWlXOBluF42UnI60bjRvot5hNHF+GCQuQcM3Eo8BZTrIKpSqaQXL16o2+1qc3PTjAyBona7PZZvCvcKIc9GQUFCUDH6RvhIOFOe29nZmZaWlsyQoPFDsI0Xc/fuXauaQkVV+DJU9LVazYp0Ut+ONU3Z88XFRZ2enlr9vYODA+3s7Gh7e9sMLpVMyCJ41bgxxovSv7Ozszo4OLCUCHbLer1u0RPquYNsgMOQ8SxuUnPIvavX67ajZTIZC+Oen59bdyB0R/jmEPqQrRQ6HAyGJUaYvKlUSk+ePBkLVyObwI0jvE0uGRUgiCwR7ieLgPw51OshBONBCCWjv/FcGtwFO7sk+1y73bbEbwSnCwsLxkN4ce7ExIQZaVxO5ApEjRYXF60kNgJOUq04lpcGULkCNTVFKEFaGDmMKsgE5OOTpSniyGIFjcOH4f6BnDAmcJUEbEgnwqXzminvHhYKBet7gEsFP+eRGQaW6rpTU1NaXFy04gOJRMIKCUBODwaDsWaxiDqJ8BE4gEsiv/fk5ESlUsn4W7wPkJSfF9wTXjs9PbUyzpK0vb1tlSHotpTNZk3KcO/ePbt2NJRkMnDO0rBX46NHj6w1Idwx3Gav19P777+vpaUlnZ+fj3Xs9ij193//96+1GzeiAUcI4VDSe6/7PP6Ax5yu0ba9oePjdk0ft+uRPn7XdCeKovmr/nAjkJek916VAvCmjhDCv7m9pps9Pm7XI308r+lV43pG7HbcjttxO27ouDVet+N23I43ctwU4/Xzr/sE/n8Yt9d088fH7Xqkj+c1XTluBGF/O27H7bgd3+64KcjrdtyO23E7vq3x2o1XCOGHQgjvhRA+CCH8zOs+nw87Qgj/cwihEkL4unutFEL4lyGE9y//L16+HkII/+PlNX41hPD9r+/Mrx4hhPUQwq+HEL4RQvj9EMJfvnz9jbymEMJkCOFLIYTfu7ye//by9bshhN++PO//LYQwcfl65vL3Dy7/vvlaL+CaEUJIhhC+HEL4lcvf3/hr+k7GazVeYVha+u9J+hOS3pb0Z0IIb7/Oc/o2xj+Q9EOx135G0q9GUbQl6Vcvf5eG17d1+e8nNSzaeNNGT9J/EUXR25J+UNJfunwWb+o1nUn6fBRFn5L0vZJ+KITwg5L+pqS/FUXRA0lNST9x+f6fkNS8fP1vXb7vpo6/LOkd9/vH4Zq+/UFO3uv4J+lzkv6F+/0Lkr7wOs/p2zz/TUlfd7+/J2n58udlDfVrkvQ/SfozV73vpv7TsErIH/84XJOkaUn/VtIPaCjgTF2+bvNP0r+Q9LnLn1OX7wuv+9yvuJY1DTeRz0v6FUnhTb+m7/Tf63Ybrerq5fAVWd/EsRhF0d7lz/uSFi9/fqOu89K9+D5Jv603+Jou3auvSKpI+peSHutDVgCWRAXgmzb+toZVjSm58KGrGuvmXtN3NF638frYjmi43b1xodwQwoyk/13ST0VR1PF/e9OuKYqifhRF36shWvmspO96vWf00UZwVY1f97nchPG6jRdVVxm+IuubOA5CCMuSdPl/5fL1N+I6QwhpDQ3XP46i6J9dvvxGX5MkRVHUkvTrGrpUhTCs8CtdXQFY4ZoKwK95UNX4mYZFQD8vV9X48j1v2jV9x+N1G6/fkbR1GS2Z0LBw4S+/5nP6KIMqstI3V5f9jy4jdD8oqe1csRsxQghBw0KS70RR9D+4P72R1xRCmA8hFC5/ntKQv3tHQyP2o5dvu6oCsPQhKwD/YY8oir4QRdFaFEWbGq6VX4ui6M/pDb6mjzReN+km6YclPdKQj/ivX/f5fBvn/b9K2pN0oSHP8BMa8gm/Kul9Sf+3pNLle4OGUdXHkr4m6dOv+/yvuJ5/V0OX8KuSvnL574ff1GuS9Ec0rPD7VUlfl/TXLl+/J+lLkj6Q9E8lZS5fn7z8/YPLv9973dfwLa7vj0n6lY/TNX27/24V9rfjdtyON3K8brfxdtyO23E7vqNxa7xux+24HW/kuDVet+N23I43ctwar9txO27HGzlujdftuB23440ct8brdtyO2/FGjlvjdTtux+14I8et8bodt+N2vJHj/wPH6kWoiL/irgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('images/cat.jpg', 0)\n",
    "plt.imshow(img,plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ce0e90fe50>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "masked_img = cv2.bitwise_and(img, img, mask=mask)#与操作\n",
    "plt.imshow(masked_img,plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "hist_full = cv2.calcHist([img], [0], None, [256], [0, 256])\n",
    "hist_mask = cv2.calcHist([img], [0], mask, [256], [0, 256])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(221), plt.imshow(img, 'gray')\n",
    "plt.subplot(222), plt.imshow(mask, 'gray')\n",
    "plt.subplot(223), plt.imshow(masked_img, 'gray')\n",
    "plt.subplot(224), plt.plot(hist_full), plt.plot(hist_mask)\n",
    "plt.xlim([0, 256])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 直方图均衡化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](images/hist_2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](images/hist_3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](images/hist_4.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('images/clahe.jpg',0) #0表示灰度图 #clahe\n",
    "plt.hist(img.ravel(),256); \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "equ = cv2.equalizeHist(img) \n",
    "plt.hist(equ.ravel(),256)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ce0eb53f40>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res = np.hstack((img,equ))\n",
    "plt.imshow(res,cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 自适应直方图均衡化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ce0e89eee0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_clahe = clahe.apply(img)\n",
    "res = np.hstack((img,equ,res_clahe))\n",
    "plt.imshow(res,cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模板匹配\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "模板匹配和卷积原理很像，模板在原图像上从原点开始滑动，计算模板与（图像被模板覆盖的地方）的差别程度，这个差别程度的计算方法在opencv里有6种，然后将每次计算的结果放入一个矩阵里，作为结果输出。假如原图形是AxB大小，而模板是axb大小，则输出结果的矩阵是(A-a+1)x(B-b+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模板匹配\n",
    "img = cv2.imread('images/lena.jpg', 0)\n",
    "template = cv2.imread('images/face.jpg', 0)\n",
    "h, w = template.shape[:2] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(263, 263)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(110, 85)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "template.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- TM_SQDIFF：计算平方不同，计算出来的值越小，越相关        \n",
    "- TM_CCORR：计算相关性，计算出来的值越大，越相关\n",
    "- TM_CCOEFF：计算相关系数，计算出来的值越大，越相关\n",
    "- TM_SQDIFF_NORMED：计算归一化平方不同，计算出来的值越接近0，越相关\n",
    "- TM_CCORR_NORMED：计算归一化相关性，计算出来的值越接近1，越相关\n",
    "- TM_CCOEFF_NORMED：计算归一化相关系数，计算出来的值越接近1，越相关\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "公式：https://docs.opencv.org/3.3.1/df/dfb/group__imgproc__object.html#ga3a7850640f1fe1f58fe91a2d7583695d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "methods = ['cv2.TM_CCOEFF', 'cv2.TM_CCOEFF_NORMED', 'cv2.TM_CCORR',\n",
    "           'cv2.TM_CCORR_NORMED', 'cv2.TM_SQDIFF', 'cv2.TM_SQDIFF_NORMED']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(154, 179)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = cv2.matchTemplate(img, template, cv2.TM_SQDIFF)\n",
    "res.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39168.0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "74403584.0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(107, 89)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(159, 62)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cv2.TM_CCOEFF\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cv2.TM_CCOEFF_NORMED\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cv2.TM_CCORR\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cv2.TM_CCORR_NORMED\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cv2.TM_SQDIFF\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cv2.TM_SQDIFF_NORMED\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for meth in methods:\n",
    "    img2 = img.copy()\n",
    "\n",
    "    # 匹配方法的真值\n",
    "    method = eval(meth)\n",
    "    print (meth)\n",
    "    res = cv2.matchTemplate(img, template, method)\n",
    "    min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res)\n",
    "\n",
    "    # 如果是平方差匹配TM_SQDIFF或归一化平方差匹配TM_SQDIFF_NORMED，取最小值\n",
    "    if method in [cv2.TM_SQDIFF, cv2.TM_SQDIFF_NORMED]:\n",
    "        top_left = min_loc\n",
    "    else:\n",
    "        top_left = max_loc\n",
    "    bottom_right = (top_left[0] + w, top_left[1] + h)\n",
    "\n",
    "    # 画矩形\n",
    "    cv2.rectangle(img2, top_left, bottom_right, 255, 2)\n",
    "\n",
    "    plt.subplot(121), plt.imshow(res, cmap='gray')\n",
    "    plt.xticks([]), plt.yticks([])  # 隐藏坐标轴\n",
    "    plt.subplot(122), plt.imshow(img2, cmap='gray')\n",
    "    plt.xticks([]), plt.yticks([])\n",
    "    plt.suptitle(meth)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 匹配多个对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ce10002100>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_rgb = cv2.imread('images/mario.jpg')\n",
    "img_gray = cv2.cvtColor(img_rgb, cv2.COLOR_BGR2GRAY)\n",
    "template = cv2.imread('images/mario_coin.jpg', 0)\n",
    "h, w = template.shape[:2]\n",
    "\n",
    "res = cv2.matchTemplate(img_gray, template, cv2.TM_CCOEFF_NORMED)\n",
    "threshold = 0.8\n",
    "# 取匹配程度大于%80的坐标\n",
    "loc = np.where(res >= threshold)\n",
    "for pt in zip(*loc[::-1]):  # *号表示可选参数\n",
    "    bottom_right = (pt[0] + w, pt[1] + h)\n",
    "    cv2.rectangle(img_rgb, pt, bottom_right, (0, 0, 255), 2)\n",
    "\n",
    "plt.imshow(img_rgb[:,:,[2,1,0]])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
